{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 导入需要的包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split,GridSearchCV\n",
    "from sklearn.metrics import accuracy_score,log_loss\n",
    "from sklearn.preprocessing import StandardScaler,minmax_scale"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.导入数据，并进行统计观察\n",
    "#### 特征描述\n",
    "pregnants：怀孕次数    \n",
    "Plasma_glucose_concentration：口服葡萄糖耐量试验中2小时后的血浆葡萄糖浓度    \n",
    "blood_pressure：舒张压，单位:mm Hg             \n",
    "Triceps_skin_fold_thickness：三头肌皮褶厚度，单位：mm            \n",
    "serum_insulin：餐后血清胰岛素，单位:mm          \n",
    "BMI：体重指数（体重（公斤）/ 身高（米）^2）         \n",
    "Diabetes_pedigree_function：糖尿病家系作用            \n",
    "Age：年龄            \n",
    "Target：标签， 0表示不发病，1表示发病"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   pregnants  Plasma_glucose_concentration  blood_pressure  \\\n",
      "0          6                           148              72   \n",
      "1          1                            85              66   \n",
      "2          8                           183              64   \n",
      "3          1                            89              66   \n",
      "4          0                           137              40   \n",
      "\n",
      "   Triceps_skin_fold_thickness  serum_insulin   BMI  \\\n",
      "0                           35              0  33.6   \n",
      "1                           29              0  26.6   \n",
      "2                            0              0  23.3   \n",
      "3                           23             94  28.1   \n",
      "4                           35            168  43.1   \n",
      "\n",
      "   Diabetes_pedigree_function  Age  Target  \n",
      "0                       0.627   50       1  \n",
      "1                       0.351   31       0  \n",
      "2                       0.672   32       1  \n",
      "3                       0.167   21       0  \n",
      "4                       2.288   33       1  \n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 768 entries, 0 to 767\n",
      "Data columns (total 9 columns):\n",
      "pregnants                       768 non-null int64\n",
      "Plasma_glucose_concentration    768 non-null int64\n",
      "blood_pressure                  768 non-null int64\n",
      "Triceps_skin_fold_thickness     768 non-null int64\n",
      "serum_insulin                   768 non-null int64\n",
      "BMI                             768 non-null float64\n",
      "Diabetes_pedigree_function      768 non-null float64\n",
      "Age                             768 non-null int64\n",
      "Target                          768 non-null int64\n",
      "dtypes: float64(2), int64(7)\n",
      "memory usage: 54.1 KB\n",
      "None\n",
      "        pregnants  Plasma_glucose_concentration  blood_pressure  \\\n",
      "count  768.000000                    768.000000      768.000000   \n",
      "mean     3.845052                    120.894531       69.105469   \n",
      "std      3.369578                     31.972618       19.355807   \n",
      "min      0.000000                      0.000000        0.000000   \n",
      "25%      1.000000                     99.000000       62.000000   \n",
      "50%      3.000000                    117.000000       72.000000   \n",
      "75%      6.000000                    140.250000       80.000000   \n",
      "max     17.000000                    199.000000      122.000000   \n",
      "\n",
      "       Triceps_skin_fold_thickness  serum_insulin         BMI  \\\n",
      "count                   768.000000     768.000000  768.000000   \n",
      "mean                     20.536458      79.799479   31.992578   \n",
      "std                      15.952218     115.244002    7.884160   \n",
      "min                       0.000000       0.000000    0.000000   \n",
      "25%                       0.000000       0.000000   27.300000   \n",
      "50%                      23.000000      30.500000   32.000000   \n",
      "75%                      32.000000     127.250000   36.600000   \n",
      "max                      99.000000     846.000000   67.100000   \n",
      "\n",
      "       Diabetes_pedigree_function         Age      Target  \n",
      "count                  768.000000  768.000000  768.000000  \n",
      "mean                     0.471876   33.240885    0.348958  \n",
      "std                      0.331329   11.760232    0.476951  \n",
      "min                      0.078000   21.000000    0.000000  \n",
      "25%                      0.243750   24.000000    0.000000  \n",
      "50%                      0.372500   29.000000    0.000000  \n",
      "75%                      0.626250   41.000000    1.000000  \n",
      "max                      2.420000   81.000000    1.000000  \n"
     ]
    }
   ],
   "source": [
    "data = pd.read_csv(\"pima-indians-diabetes.csv\")\n",
    "print(data.head())\n",
    "print(data.info())\n",
    "print(data.describe())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 其中最小值有0的情况，都统计计数进行观察"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pregnants                       111\n",
       "Plasma_glucose_concentration      5\n",
       "blood_pressure                   35\n",
       "Triceps_skin_fold_thickness     227\n",
       "serum_insulin                   374\n",
       "BMI                              11\n",
       "Diabetes_pedigree_function        0\n",
       "Age                               0\n",
       "Target                          500\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data==0].count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.观察各数据分布以及与目标间的关系"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.1 观察各个特征以及目标的分布，以及之间的关系\n",
    "除了怀孕特征有较多为0的属于正常数据，其他特征为0的情况是缺失值的可能性较高    \n",
    "每个特征对目标都有一定的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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aWRaopqYmecHgRdKKCefcVw5y1ycOsK+T9N1kZQEAAAD2t3r1allunoLiivfcFy0ZqFWrV8s5J+vNrHwADktHR4fWrqvXOWN6P4yjx+SKsOYtr1EsFlNubm4S0sGH/jL5JQAAAJAya9asVay4SrL3vh0OSgapY+9ebdu2zUMyIPPV1dUpCAJNPoyJL3tMroioo7NL9fX1SUgGXygmAAAAkFWcc1pXv07RoqoD3h8r7t7OBx8gOWpqamSmw1qRo0dPmcFwjsxCMQEAAICssnv3brW3tSkorjzg/UG8mNiwYUMqYwFZY9mytzSmLFBxnjvsxw4qCjSwSFq2bFkSksEXigkAAABklU2bNkmSgqL3zi8hScorkBWU7NsPQOJEo1HV1tZqUkWoT483kyZXhFTz1lJ1T1WITEAxAQAAgKyyZcsWSVJQVH7QfaIFA7Q5vh+AxFm1apVCobCmVh7+MI4eUysj2rFzlzZv3pzAZPCJYgIAAABZZevWrZIkV1B20H2CgjJt3kwxASTa0qVLJXWXC301JV5q9BwL6Y9iAgAAAFmlublZVlAi5Rx8qcGgoFStrTsUBEEKkwGZb8mSxRpZFqi8oO/DMEaUxFRZKC1ZsiSByeATxQQAAACyyvbt2xXkF7/vPq6gREEspl27dqUoFZD5IpGIapYt07TKvs0v0cNMOroypMWLFjLPRIagmAAAAEBW2bGjVbG8QxQT8eJi586dqYgEZIXly5crFI7o6Kq+D+PocUxVRDt37db69esTkAy+UUwAAAAgq7Tu3LmveDgYigkg8RYsWKBc6y4VjtQHBkb2HRPpj2ICAAAAWcM5p927dynIK3r//eL3M5QDSJz5897QpIqoivOO/FgDiwKNKgs0f/68Iz8YvKOYAAAAQNbo6OhQLBrdVzwcDMUEkFhNTU2qX9+gEwYf2fwS+zt+YEjLli1TW1tbwo4JPygmAAAAkDV6igaXf6hiolAyo5gAEuT111+XJJ00OJywY55UHVYsFmj+/PkJOyb8oJgAAABA1uiZM+JQc0zITFZQrNbW1hSkAjLf3/72V40sCzSsJHFL8E4sj6qyUPrb3/6WsGPCD4oJAAAAZI3t27dLklx+ySH3DfJKtGPHjmRHAjJec3OzampqdFp1V0KPm2PSqdWdmjfvDe3duzehx0ZqUUwAAAAga7S0tEjqXTERyyvWtuaWZEcCMt5f//pXOSedPjRx80v0OG1oWJFIVK+88krCj43UoZgAAABA1ti6dassN797DolDCAoHaGtTk5xzKUgGZCbnnObMfkYTK2IJHcbR46jyqIaWOD07Z07Cj43UoZgAAABA1mhsbFRQOEAyO+S+QeEAdXV1MgEmcARWrFihhg0b9ZHhnUk5vpn04WEdemvZMm3atCkpz4Hko5gAAABA1lhXv17Rospe7RsUd+/X0NCQxERAZps1a5YK86TThiR+GEePvx8eUq51PxfSE8UEAAAAskJbW5u2tzQrKK7q1f49+61duzaZsYCMtWPHDv157kv68LBOFecl73kqC51OGRLS7Gf+pI6OjuQ9EZKGYgIAAABZYdWqVZKkWFl1r/Z3BSWywjKtXLkymbGAjPXUU08pGo3pzFGJXY3jQD41uksdnV2aw1wTaYliAgAAAFmhpqZGMlOsZHCvHxMuGaylby1jAkzgMLW3t+uJxx/TSdVhDU3CpJfvNrE8qimVUT380IMKh8NJfz4kFsUEAAAAssKiRYsUlAyW8gresb1w4zwVbpx3wMfEyodrx/YWbd68ORURgYzxxBNPaG9Hp84dl7qhFeeO69D2Ha169tlnU/acSAyKCQAAAGS8trY2rVixQpHy4e+5L6ejVTkdrQd8XLR8pCRpwYIFSc0HZJI9e/bo0Uce1omDwxo3IJay551WFdGkipjun3GfQqHkTbaJxKOYAAAAQMZbsGCBgiBQtHLMYT3OFZVLxZV67bXXkpQMyDwzZ87U3r0d+uKE1E5EaSadP6Fd23e06rHHHkvpc+PIUEwAAAAg47388suyghIFpb2fX6JHqGK0lixdqra2tiQkAzLLli1b9OQTj+tDw7s0pix1Z0v0mFoV1YmDw3pg5v3auXNnyp8ffUMxAQAAgIzW2dmp1994Q6GKMZId/tvfaNU4BbGYXn311SSkAzLLzTfdpBwF+uKETm8Z/mniXoW6unT77bd7y4DDQzEBAACAjPb6668rEg4rOnB8nx4flA6Wiso1989/TnAyILO8/vrrev2NN/T5se0aWJj8lTgOZkRpoLNGd+q5557rXo0H/R7FBAAAADLa3LlzZYWlig0Y2rcDmClUNU6LFy3i1HDgIDo6OvS7G2/QyLJAnxrd5TuOPj++Q4OKpet/+7+KRCK+4+AQKCYAAEBaM7NSs+7z881sspl9zszyfedC/9DW1qb58+crVDmuT8M4ekQHTlAQBPrrX/+asGxAJrn99tvV3Nyib0xpU14/+JRZmCtdPGmP1jds0MyZM33HwSH0g18ZAACAI/KypCIzGylprqSvS7rXayL0G6+88opisZgiAycc0XGCkoFyJVV6ae7cBCUDMsfSpUv19NNP68zRnZpUEfUdZ58TBkf0wWEhzZx5v9asWeM7Dt6Hl2LCzH5oZrVmttzMHjKzIjMbb2bzzWyNmT1iZgU+sgEAgLRjzrkOSedJusk59wVJxxzyQWZ3m1mzmS3fb9tAM3sx/n7kRTOrSmJupMBf/vJXqai8T6txvFu4arxW1NZq+/btRx4MyBBtbW265uqrNLTE6UspXh60Ny6YtFcD8gJdfdWVCoVCvuPgIFJeTMS/zfh3SdOdc8dKypX0ZUn/I+kG59wkSTslfTPV2QAAQFoyM/s7SRdImh3flteLx90r6ax3bfuJpLnx9yNz47eRptra2rRo8SKFK8dKZkd8vGjVODnn9PLLLycgHZAZbrzxRm3fvl3fPnqPCnN9p3mvsnynb03do4YNG3XHHXf4joOD8DWUI09SsZnlSSqR1CTp45Iei99/n6TPe8oGAADSy/cl/VTSk865WjObIOkvh3qQc+5lSa3v2nyuut+HSLwfSXsLFixQEIspUjkmIccLiiul4gq9/sYbCTkekO5eeOEFzZ07V58f16GJ/WgIx7sdNyiiM0d16vHHH9e8efN8x8EBpLyYcM5tlvS/kjaqu5DYLWmRpF3OuZ7f5kZJIw/0eDO7xMwWmtnClpaWVEQGAAD921Dn3Oecc/8jSc65ekmvHMGxmuLHaZI0JEEZ4cH8+fNl+cUKyqoTdsxw+WgtWbJEXV3+Vx0AfNq4caOu/+1vNaUyqs+O7fQd55D+cWKHRg8IdM3VV6m5udl3HLyLj6EcVer+NmK8pBGSSiV9+gC7ugM93jl3h3NuunNuenV14v4nAwAA0tZPe7ktYfiipP9zzunNhQsVHjDsiFbjeLdoxQjFolHV1NQk7JhAugmFQrr8l79Qngvp36a1KTcNllQoyJUuPWa3Qp3tuvJXVyga7b9neGQjH79C/yBpvXOuxTkXkfSEpDMkVcaHdkjSKElbPGQDAABpwsw+bWY3SRppZr/f73KvpL6+49xmZsPjxx8u6YBfq/FFSf/X2Niona2tig0YntDjxsqGSpajJUuWJPS4QDr53e9+p/r1DfrXqXs0sDDwHafXhpcG+vrkNtUsr9Vdd93lOw7246OY2CjpdDMrMTOT9AlJK9Q9FvRL8X0ulvS0h2wAACB9bJG0UFKXuoeF9lxmSfpUH485S93vQyTej6S1FStWSJJiA4Ym9sC5+QpKB6m2dkVijwukidmzZ2vOnDn63LgOHT844jvOYTtjWFgfH9mlhx56SK+80tdRf0i03sxYnVDOuflm9pikxer+NmOJpDvUPYv2w2Z2VXwbFRYAADgo59xbkt4yswfjZ2EeFjN7SNJHJQ02s0ZJv5T0a0mPmtk31f1lyvkJjIwUqqurk+UVKCiqTPixoyWDtXLlSgVBoJycNDiHHUiQ1atX68Ybb9C0gRGdN77/zytxMBdM2qv1bfm69pqrNf7OP2rUqFG+I2U9L39JnXO/dM5Ndc4d65z7mnMu5Jyrd86d6pw7yjl3vnOORWYBAEBvnGpmL5rZajOrN7P1ZlZ/qAc5577inBvunMt3zo1yzt3lnNvhnPuEc25S/Oe7V+1AmlizZq2ixVUJWSb03WIlgxQKdWnLFkYeI3vs3r1b//3zn6k8L6p/O6ZNOYn/p5Uy+TnS96btUU6sS//985+pszN9S5ZMQcULAADS3V2Srpf0IUmnSJoe/4ks5ZzTunXrFCsemJTjByXdx127dm1Sjg/0N7FYTFdddaV2bG/R96btUnnBAdcpSCuDiwN955g9atiwQb/5zXVyLv3/m9JZr4oJM5vbm20AAAAe7HbOPeuca46f8bDDObfDdyj409LSoq6uTgXFVUk5fs/wkA0bNiTl+EB/c8899+jNNxfqa5PaNaE85jtOwhw7MKIvjd+rP//5L3rsscd8x8lq7zvHhJkVSSpR99jLKkk9J+yUq3upTwAAAN/+Yma/UfdKX/uGgjrnFvuLBJ8aGhokSUFRRXKeIDdPVlS+73mATPbaa69p5syZ+sjwLn1sZOaNtj9nbJfq9+Trtttu05QpU3Tcccf5jpSVDjX55b9K+oG6S4hFeruY2CPpliTmAgAA6K3T4j+n77fNSfq4hyzoBzZu3ChJCooTP/Flj0hhuRo4YwIZrrGxUVdfdZXGl8f0tcl7fcdJCjPpX45p1+WL8vXLX/y3/njX3Ro0aJDvWFnnfYsJ59zvJP3OzL7nnLspRZngwZy7PpOU437mm3OSclwAAHo45z7mOwP6lw0bNsjyi+TyipL2HEFRpTZtWqVYLKbc3NykPQ/gSygU0uW//IUs2qlLT9ijggz+NS/Jc/r3abt1xaIcXXHF5br++huUl5fyBSyzWq9ebefcTWZ2hqRx+z/GOTcjSbkAAAB6zczOljRN0r5Pos65X/lLBJ/W1dcrWlSRlBU5esSKKxWNRNTU1MRSg8hIv//977V2Xb1+dNweVRcHvuMk3aiymP558h7dvqxGd999ty655BLfkbJKbye/vF/S/+rt2a57ZrwGAADwysz+IOmfJH1P3cNOz5c01msoeBMEgerX1SuWpIkv9z1PfGWOdevWJfV5AB/mzp2r2bNn65yxnTphcMR3nJT54PCwPjqiSw8++KAWLFjgO05W6e1yodMlfdA59x3n3Pfil39PZjAAAIBeOsM5d5Gknc65KyT9naTRnjPBky1btnSvyFEyOKnPExRXSpaj1atXJ/V5gFTbsmWLfvu/v9FRFTF9cXyH7zgpd+GkvRpZFujaa65Wa2ur7zhZo7fFxHJJw5IZBAAAoI864z87zGyEpIik8R7zwKMVK1ZIkmKlSZ68LidPrqRq3/MBmSAajeqqK38lRbv0b8fsUW5vPy1mkIJc6bvH7FF72279+tpr5ZzzHSkr9PZXbbCkFWb2vJnN6rkkMxgAAEAvPWNmlZJ+I2mxpAZJD3tNBG+WL18uyytQkOShHJIUKR2iFSvqFI1Gk/5cQCo8+uijWlG3UhdPasuKeSUOZlRZTF+euFcL3nxTs2fP9h0nK/R2qtHLkxkCAACgr5xzV8avPm5mz0gqcs7t9pkJ/ixctEiR0iGSJf+r3tiAYQo112nlypU69thjk/58QDI1NDTonrvv0inVIZ0+NOw7jnefGNmlhS2FuvWWm3XKKado6NChviNltF79xXbO/e1Al2SHAwAA6A0zO8PMvqruSTDPNbOLfGdC6jU1NWnL5s2Klo9MyfNFy0dIkt58882UPB+QLEEQ6DfXXafCnJgunrI3mQvapI0ck741tU2xSEg33nCD7zgZr7ercrSZ2Z74pcvMYma2J9nhAAAADoXVw9DjtddekyRFK1O0fGdeoYKyIXrl1VdT83xAkrzwwguqXbFCX5nYrvIC5lToUV0c6Avj2vXGvHl6/fXXfcfJaL0ayuGcG7D/bTP7vKRTk5IIAADg8EyXdIxjhrKs97eXX5YrqZIrqkjZc4Yrx6p+3ZvasmWLRowYkbLnBRKlvb1df7jtVh1VEdMHh4V8x+l3zhzVpZe3luim3/9OJ598sgoLC31Hyki+xb4AAAAgAElEQVR9GnznnHtK0scTnAUAAKAvWD0M2rZtm2qWLVO4clxKnzc6sHsBmJdeeimlzwskymOPPaZdu/fowkltymEIx3vk5UgXTGxT09ZtTISZRL0dynHefpcvmdmvJfGtBAAA6A9YPQx68cUXJUmRQRNT+ryusEyxAcP07HPPsawg0s6ePXv06CMP6+TqsCaUx3zH6beOHRjRlMqoHrh/hkIhzipJht6uyvHZ/a5H1b0M17kJTwMAAHD4LvcdAH7FYjE9PetPipUPlysqT/nzhwdPVtP6l7VkyRKddNJJKX9+oK+eeOIJdXR26bwPdPiOIkmaubpEG9pyJUnXLC7XmLKoLpzsP5uZ9MXxe3XNkjzNnj1b5513nu9IGae3c0x8PdlBAAAA+oKVwjB//ny1NG9TeOJHvTx/dOA4WeMCPfnkkxQTSBvRaFR/evopHTcootFl/eNsiY3teeqMdZ/Uv3JX8pf8PRxTq6KaUB7T008+oS984Qsyli5JqF4VE2Y2StJNkj6o7iEcr0r6vnOuMYnZkKHuvu/MpBz3Gxe/kJTjAgD6NzNr03uHmO6WtFDSfzjn6lOfCqn0yCOPSIVliqZ4fol9cvLUNXiyXn31VW3evFkjR6ZmuVLgSLz66qvasXOXLjqu03eUtPGJkZ26s65RS5cu1Yknnug7TkbpbQ11j6RZkkZIGinpT/FtAAAAvl0v6f+p+z3KKEn/KelOSQ9LuttjLqRAXV2d3nrrLXVVHy3l+PuGNTLkGDkzPfroo94yAIfjxRdfVFWRdPygiO8oaeO0ISEV5789pw0Sp7d/vaudc/c456Lxy72SqpOYCwAAoLfOcs7d7pxrc87tcc7dIekzzrlHJFX5Dofkuvfe+2T5RYoMmeo1hysoUXjQJD0ze7aam5u9ZgEOpaurSwvfXKCTB3eyEsdhKMiVjq8K6fVXX1Es1j+Gv2SK3hYT283sQjPLjV8ulLQjmcEAAAB6KTCzfzSznPjlH/e7j2USMlhtba3mz5+nriHHSLn5vuMoPPx4xWKB7r//ft9RgPe1ePFihcIRnTw47DtK2jm5Oqxde9pUV1fnO0pG6W0x8Q1J/yhpq6QmSV+SxISYAACgP7hA0tckNUvaFr9+oZkVS7rUZzAkj3NOf/jD7bKCYoWHTvMdR1L30qHh6imaPXu2Nm3a5DsOcFA1NTXKzZEmVUR9R0k7R1d1D31Zvny55ySZpbfFxJWSLnbOVTvnhqi7qLg8aakAAAB6yTlX75z7rHNucPy9ymedc2udc53OuVd950NyvPrqq6qpWabO4Sf0i7MleoRHnCBnubr11lt9RwEOamVdncaUxVSQ6ztJ+ikvcKouEWdMJFhvi4njnHM7e24451olMQ0pAADwzswmm9lcM1sev32cmf3cdy4kTygU0k033SxXMlCR6im+47yDyy9W1/Dj9cYbb2j+/Pm+4wAHtG7dWo0rY9LLvhpbGlL9ujW+Y2SU3hYTOWa2b/IoMxuoXi41CgAAkGR3SvqppIgkOeeWSfqy10RIqvvvv1/NzdvUOfpUyfytxHEw4aHTpOIKXX/Djerq6vIdB3iHzs5O7Wlr1+AiJm/sq+qiQM3NLXKOaYwSpbd/yX8r6XUzu9LMfiXpdUnXJS8WAABAr5U45xa8axsDpzNUfX29HnzwIUUGHaVY+QjfcQ4sJ1cdY87Qtq1Nuu+++3ynAd6hZ9WYQUWB5yTpa1BRoFA4ot27d/uOkjF6VUw452ZI+qK6J5RqkXSec47phgEAQH+w3cwmKr4Ch5l9Sd2TdSPDRKNRXXPttXK5+QqNPtV3nPcVKx+u8OBJeuSRRxiLjn6lvb1dklSaz7f9fVWa113q9LyWOHK9PvfNObfCOXezc+4m59yKZIYCAAA4DN+VdLukqWa2WdIPJH3bbyQkw8yZM7V2zRp1jDlDLr/Id5xDCo0+TUF+ia6++hqFQiHfcQBJUjjcvURoYQ7FRF/1TBrKv+vE6X+D8gAAAHrJzHIkTXfO/YOkaklTnXMfcs5t8BwNCVZbW6sZM2YoMmiiogPH+Y7TO3kF6hj3ITU2btItt9ziOw0g6e1iIpdPgn2WFy91IhEmEE0UL7+OZlZpZo+Z2UozqzOzvzOzgWb2opmtif+sOvSRAABANnPOBZIujV/f65xr8xwJSdDW1qYrrviVgoIydY39O99xDkusfITCw47VrFmz9Morr/iOAyg/v3t53RhTTPRZNDBJUl4e60Ekiq+e7HeSnnPOTZV0vKQ6ST+RNNc5N0nS3PhtAACAQ3nRzP7TzEbHv+gYGF9BDBnAOafrrrtOzS0t2jv+w1Juge9Ihy008mQFpYN17a9/raYmpj+BXz0fpqPOPCdJX7H4KJiekgdHLuXFhJmVS/qwpLskyTkXds7tknSupJ5pi++T9PlUZwMAAGnpG5K+I+lvkhbud0EGeOKJJ/TKK6+oa9TJCsqG+I7TNzm56pjwUXWGIrr88is4/RteFRcXS5K6YhQTfdUZ7X7tel5LHDkfZ0xMUPfKHveY2RIz+6OZlUoa6pxrkqT4zzT9Pw8AAEixYyTdIuktSUsl3SRpmtdESIja2lrdeuutilaOUWTosb7jHBFXVK6OsR/SqlUrdeutt/qOgyw2YMAASdLeCMVEX3XEi4mysjLPSTKHj2IiT9JJkm5zzp0oaa8OY9iGmV1iZgvNbGFLS0uyMgIAgPRxn6SjJf1e3aXE0Xr7LEykqV27dukXv/ilYvml6hz/95Kl/4eo6MBxCg+dpieffFJz5871HQdZal8xEU3/f1O+7I3mKDc3hzMmEshHMdEoqdE5Nz9++zF1FxXbzGy4JMV/Nh/owc65O5xz051z06urq1MSGAAA9GtTnHPfcs79JX65RNIU36HQd7FYTL+68kq17typvRM+KuUV+o6UMKFRpygYMFTXXfcbNTQ0+I6DLFRSUqK83Fy1hVmWo6/awqaKAQNkGVCY9hcp/210zm2VtMnMet4wfELSCkmzJF0c33axpKdTnQ0AAKSlJWZ2es8NMztN0mse8+AIzZgxQ4sXLVLnmNMVlA72HSexcnLUMeFjCjvTz//7v9XR0eE7EbKMmamiYoDaGMrRZ22RHFVWVvqOkVF81WTfk/SAmS2TdIKkayT9WtInzWyNpE/GbwMAABzKaZJeN7MGM2uQ9Iakj5hZTfy9BtLIwoULdd+MGYoMOkqRwZN9x0kKV1CiveM/osbGRl1//fVyzvmOhCxTUVGp9ghnTPRVe8RUUVXlO0ZG8bLwqnNuqaTpB7jrE6nOAgAA0t5ZvgMgMXbs2KErfnWlXHGlusaekRHzShxMrHyEQiNO1EsvvaQTTjhB55xzju9IyCLlFZVqb83cf1/J1h7L0/DyCt8xMoqXYgJIlase+VRSjvvzf3o+KccFABw+59wG3xlw5IIg0NVXX632vXvVcfRnpdzMf5saHn6c8tq26ne//70+8IEPaOzYsb4jIUuUl5erJZb5/8aSZW8kZ98kokgMzt8BAACAd48++qgWL16sztGnKSjOklOkLUed4z+sqMvR5VdcoXA47DsRskRxcbFCAWdM9FUo1j2JKBKHYgIAAABerVu3Tnf+8Y+KVo3N2HklDsYVlGjvuA9pfX297ruPVW6RGoWFhQrHKCb6wjkpFHUqLMyc1YL6A4oJAAAAeBONRnX1NdcoyCnI+HklDiZWOUbhwZP14IMPasWKFb7jIAvk5+crGvhOkZ4CJzl1v4ZIHIoJAAAAePPwww+rft06dYw5XS6/2Hccb0JjTpUrKNW1v/4fhnQg6Zxzyr4KMDF6ulNW00ksigkAAAB40djYqHvvvU+RqnGKVo3zHcev3AJ1jPk7bdq4QQ899JDvNMhwQRCIZuLIBAGnnCQSxQQAAABSzjmn62+4QTGZQmNP9x2nX4hVjlakarzuv3+mGhsbfcdBBuvs7FRRLt/490WOSYW53a8hEodiAgAAACn38ssva/GiReoccZJcPrPb9wiNOU0xmW666WbfUZDB2tvbVZLHN/59VZJvam9v9x0jo1BMAAAAIKVCoZBuvuUWuZKBigyZ6jtOv+IKStQ57HjNnz9P8+fP9x0HGWr37l0qy435jpG2yvJj2rVrl+8YGYViAgAAACn16KOPqqW5WZ2jT5OMt6PvFhl6jFRcoZtuvlnRaNR3HGSgbU1NGlREMdFXAwui2ra1yXeMjML/CQAAAPZjZg1mVmNmS81soe88mWbHjh2aOfMBRavGKlY+3Hec/iknVx2jTlHjpk2aNWuW7zTIMJFIRDtad2pQEUM5+mpwUaCtW7eyMkcCUUwAAAC818eccyc456b7DpJp7r77boUiYXWN4qV9P7GK0YqVD9fd99yjtrY233GQQTZt2qTAOQ0v4YyJvhpeEtPejk7t2LHDd5SMQTEBAACAlKivr9ecOXMUrp4qV1ThO44kqXDjPOV27FBuxw4Vr5yjwo3zfEfqZqauUaeqva1NDzzwgO80yCD19fWSpNFlFBN9Nbqse4hVz2uJI0cxAQAA8E5O0gtmtsjMLvEdJpPcdtsfpNwChUac4DvKPjkdrbJYRBaLKK9tq3I6Wn1H2icoHaTIoKP0f489pqYmxrMjMdauXau8HHHGxBHoKXXWrFnjOUnmyPMdAMgUn376K0k57rPnPpSU4wIADuqDzrktZjZE0otmttI59/L+O8QLi0skacyYMT4ypp2FCxfqzTcXqGv0KVJeke84aSM06mQV7GzQHXfcqV/+8he+4yAD1C5frrEDYsrjK+o+K8t3GlbqVFdX5ztKxuDXEQAAYD/OuS3xn82SnpR06gH2ucM5N905N726ujrVEdNONBrVTTffLBWVKzLkGN9x0oorKFXX0Gn6y1/+rNraWt9xkOYikYhWrVqlo8rDvqOkvYkDwqpdXsMEmAlCMQEAABBnZqVmNqDnuqQzJS33myr9zZkzRxsaGtQ5crqUk+s7TtoJDz9OKijRTTffzIcgHJFVq1YpHIlocgXL0B6pyRUR7dy1W42Njb6jZASKCQAAgLcNlfSqmb0laYGk2c655zxnSmttbW264847FQwYpmjVWN9x0lNuvjpHnqyVdXV68cUXfadBGluyZIkkaWplxHOS9De1qvs17HlNcWQoJgAAAOKcc/XOuePjl2nOuat9Z0p3d999t9rb29U55jTJzHectBUddJSCsmrdettt2rt3r+84SFNLlizW6AGBBhRw5s2RGlYcqKpIWrx4se8oGYFiAgAAAEmxevVqPfXUUwpXT1FQMsh3nPRmps7Rp2vXzp265557fKdBGgqFQqqpqdG0ypDvKBnBTJpW2aUlixcpCALfcdIexQQAAAASLhaL6be/vV7KL1Zo5Mm+42SEoKxa4eqpevzxx1mmEIetpqZGkUhU0wYyjCNRpg2MaPeeNq1du9Z3lLRHMQEAAICEe+KJJ7Rq1Up1jDpFyiv0HSdjhEadLOUX69pf/1rRKBMYovcWLlyo3Bzml0ikafF5JhYtWuQ5SfqjmAAAAEBCNTY26s47/6ho5WhFB07wHSez5BWqY/Tpql+3Tg899JDvNEgjCxe+qUnlURWyME7CVBY6jSoLtGjhQt9R0h7FBAAAABImGo3qyquuUiSQusaewYSXSRAdOE6RqvG65957GdKBXtm1a5fWrl2nY6rCvqNknGlVIS1btkyhEHN3HIk83wEAHL7PPPk/CT/mnC9clvBjAgCyz4wZM7Rq5Up1TvioXEGp7zgZq2vcGcqv3aYrfvUr3XH77SopKfEdCf3YW2+9JUn9fn6JzqipqKhI55xzjp555hl1psFwpaMrI3p+U0R1dXU64YQTfMdJW5wxAQAAgIRYsGCBZtx/vyKDjlJ0EEM4kiqvUB3jP6zGxkb99re/lXMs/4iDW7p0qQrzTOMH9O8P+h1R0znnnKNLL71UZ599tjqi/f+MqymVUZlJS5Ys8R0lrXHGBAAAAI5YY2OjrvjVlXLFVd1DOJB0sfIRCo04UXPnztXUqVN1/vnn+46EfuqtpUs0aUBYef38a+mSPKdnnnlGzjnNnj1bQ/P6f+FWmu80pizQsvhZKeibfv6rCQAAgP5uz549+vFll6kjFNHeiR+XcvnuK1XCw49XtGqsbrn1Vr322mu+46Afam9v1/qGDZqUBqtxFOc5dXV16fHHH1dXV5eK06CYkKTJFSGtqFvBSjlHgGICAAAAfdbR0aHLfvITbWnaqr0TPy5XVO47UnYxU+f4jygoGaTLr7hi31wCQI+6ujo55zSpgg/NyTKpIqpQKKx169b5jpK2KCYAAADQJ11dXbrssp+orq5OnRM+otiAYb4jZafcPHVM+qTCuSX68WWXqba21nci9CMrV66UpH4/v0Q6m1je/dquWrXKc5L05a2YMLNcM1tiZs/Eb483s/lmtsbMHjGzAl/ZAAAA8P52796tH/7oR6pZXqPO8R9RtGqc70hZzeUXa+/ksxSyAv3oR/+hBQsW+I6EfmL16tUaVupUmp8ewyLS0eCiQGUFptWrV/uOkrZ8njHxfUl1+93+H0k3OOcmSdop6ZteUgEAAOB9NTU16Tvf/a5WrlylzgkfYwWOfsIVlKh98mfUlVeqn/zkp3r++ed9R0I/sGbVSo0tDfuOkdHMpLGlYa1etdJ3lLTlpZgws1GSzpb0x/htk/RxSY/Fd7lP0ud9ZAMAAMDBLViwQN/6l0u0ZWuL9k7+lKIDx/mOhP10lxOfVqRsiK699lrdfPPNTMiXxfbu3autzS0aXRbzHSXjjS6LqqFhg2IxXuu+8HXGxI2SfiwpiN8eJGmXc67nr2ajpJE+ggEAAOC9YrGYZsyYoR9fdpnag3y1HX0Oc0r0V3kF6ph0psJDjtFjjz2m7//gB2pubvadCh40NDRI6v7QjOQaXRZTOBLRli1bfEdJSykvJszsHEnNzrlF+28+wK4HHARlZpeY2UIzW9jS0pKUjAAAAHhbY2OjLv3e93T33XcrMnCC2qeeLVdU4TsW3k9OrkJjT1fnhI9oRd1K/fPXv64XXnhBzjHPQDbZsGGDJGlECd/iJ9uI0u7XuOc1x+Hxscj0ByV9zsw+I6lIUrm6z6CoNLO8+FkToyQdsGpyzt0h6Q5Jmj59On9ZAQAAkiQWi+mpp57S7bffoUggdU74iKIDJ3QPqEZaiA6aqLbSasUaXtE111yjV155RT/4wQ80aNAg39GQAhs2bFB+jlRdHBx6ZxyR4fHyZ+PGjZ6TpKeUnzHhnPupc26Uc26cpC9L+rNz7gJJf5H0pfhuF0t6OtXZAAAA0K22tlaXXPKvuummm9RRXK22aZ9XdNBESok05IrKtXfKp9U16hS9+trruuDCC/V///d/zD2RBTZt2qShJYFy+GebdCV5TpVFnDHRVz5X5Xi3yyT9yMzWqnvOibs85wEAAMg6O3bs0HXXXafvfve7WtfYpM6JH1XnpE/KFZT6joYjYTmKDP+A2qZ9QXsLBumWW27Rt771L1q8eLHvZEiijRsaNLw44jtG1hheFFFj4ybfMdKSj6Ec+zjn/irpr/Hr9ZJO9ZkHwHud83jiO8JnvshqwADQ33R0dOiRRx7Rww8/olA4rPDQYxUaeaKUm+87GhLIFZWrY9InlbdzgxoaF+hHP/qRTj3tNP3bt7+t8ePH+46HBIpGo2raulUnjmJ+iVQZVhLTIoZy9InXYgIAAAB+RSIRzZkzR/fce6927dypSNU4hSZPlysq9x0NyWKm6MBxaqscpYJtK/TmoqV68xvf0FlnnaWLL75Yw4ax2kom2LJli2KxQMNKmF8iVYaVxLRnS7t2796tigomCD4cFBMAAABZKBqN6vnnn9e9992nluZmBQOGqvPocxSUDfEdDamSk6fw8OMUrp6swi1v6dnnX9ALL7ygz372s7rwwgs1ePBg3wlxBDZt6h5SwIocqdPzWm/atIli4jBRTAAAAGSRaDSql156SffdN0NNTVsUlFWra/KnFCsfwcSW2SqvSKExpyk8dJoKmt7SU0/P0uzZs3Xuuefqy1/+MgVFmuqZhHEYxUTKDI8vGdrQ0KBjjz3Wc5r0QjEBAACQBSKRiJ5//nnNuH+mmrdtlSsdpM5J/6BYxWgKCUiSXGGZQuM+qPCwD6iw6S099vjjeuqpp3XOOWfrq1/9qoYM4WyadLJ+/XoNLJZK853vKFljcFGgwtzuYgKHh2ICAAAgg4XDYT377LO6f+ZMbW9pUVA6WF0UEngfrqhcXeP/XqHhx6ugaZmeenqW/vSnP+kzn/mMvvrVr2r48OG+I6IX1tev06jisO8YWSXHpJGlMdXX1/uOknYoJgAAADJQKBTSM888owcefFCtO3YoKBuirkmfVKxiFIUEesUVlSs0/kMKjzhBBU3L9KfZczR79hx96lNn6oILLtCoUaN8R8RBRCIRNTRs0JkjGcaRaqNLI1qyZrWcczL+1vYaxQQAAEAGCYVCmjVrlh544EHt2rVTsQHDFJpylmIDhlNIoE+6h3icofCI41XQVKPnnn9Rzz33nD75yU/qoosuoqDohxoaGhSNxTRuQNR3lKwzdkBUf2tqV0tLC8OfDgPFBAAAQAboOUPi/pkPaNfOVsXKhys05dOKlXPaPRLDFZQqNPZ0hUccp4KmGr340p/10ksv6cwzz9RFF12kESNG+I6IuDVr1kjq/pCM1Bo7oPsslVWrVlFMHIYc3wEAAADQd7FYTM8++6y++tULdNNNN2lHtEAdUz6tDkqJ3omFVVRUpC996UsqKiqSYozJPxSXX6LQmNPUdtyX1FV9tJ5/4SVdeOHXdOONN6q1tdV3PEiqq6tTab5paHHgO0rWGVsWVY51FxPoPc6YAAAASEPOOS1YsEC33fYHNTSsV1Bara4pZ3Uv+4les2hY53zuHF166aVyzunRPz3vO1La6CkowsM+oIKmpXrq6Vl69rnn9NWvfEXnn3++SkpKfEfMWnV1KzS+LKwcRm+lXEGuNLos0IoVK3xHSSsUEwAAAGlm69atuvHGGzVv3jypqFydEz+maNU45pDoA5dXoGeeeUbOOc2ePVsujw/Th8sVlCg09gyFh05TpHGR7rnnHs2a9Sf98Ic/0Ic+9CHf8bJOKBRSff16nT064jtK1powIKwFK+sUBIFychik0Bu8SgAAAGkiGo3qkUce0UUXXaz5by5U1+hT1DbtC4oOHE8p0Ve5Berq6tLjjz+urq4uKbfAd6K05Yoq1HXUx9Ux9Wxt7wz085//XD/72c/U3NzsO1pWWbNmjYIg0MRy5pfwZUJ5VHs7OrV582bfUdIGxQQAAEAaaG1t1Y9+9B+67bbb1FEyRG3TzlNk2AeknFzf0YB3iA0YqvajP6fQqOl6fd58/fPXv959dg9SYuXKlZK6PxzDj55SqK6uznOS9EExAQAA0M/V1tbqm9/6F9XU1qpz/N+r86h/kCss8x0LOLicHIWHH6e2Yz6vvSrST376U917770KAiZjTLa1a9eqolCqLHS+o2St4SUx5edI69at8x0lbVBMAAAA9GMrV67UD374Q+3siKh96tmKDp7EsA2kDVdUrvYpZysycKLuvfde3X777b4jZby1a9dodGl6ri4zpiyq4txAxbmBplZGNKYsPc/6yM2RRpYFWrd2re8oaYPJLwEAAPqpLVu26MeX/USRnCK1Tz1bLr/YdyTg8OXmqWv838vl5uuRRx7R0KFDdd555/lOlZGcc2rc1KgPV8d8R+mTCyd3aGN790fU/zppj+c0R2ZEcUTrNm3wHSNtcMYEAABAP3XLLbeqbW+n2o/6JKUE0puZQmNOU7RytG655Ra1trb6TpSR2tvb1RUKaVARQ2Z8G1gUaPuOVsVi6VkSpRrFBAAAQD/U3Nys119/TV2Dp8gVV/iOAxw5y1HXqFMVi/1/9u47TKry7OP4956d2b6wsHSWtjQBFaWJoIiieZHYE2JJMTaMHRVbNLa8sSYxmohCNME39ho1GksoxkoV6R2kLbCULWyfmef9Y88SNICUnTmzu7/Pdc21M2fOnPs37M5w5p7nPCfCu+++63eaBmnr1q0ANEtRY8JvzVMiRCJRCgsL/Y5SL+hQDhFJGKe/+lqdb/PtH/6gzrcpIhIPCxcuxDlHuFknv6OI1BmX1hSX3ox58+b5HaVBqv12Pqivn32X5E0FpAlf94/+ZEVEREQSUE5ODgAWqfQ5iUjdCkSqdv19S90KBGo+3jmdkMN3tb8C02TF+0WNCREREZEE1LFjR4KhEMlbluhThjQYwR1f4ypL6d69u99RGqT09HQAdlbrw7DfSr3fQVqa5gfaH2pMiIiIiCSg7Oxsxlx2GcHCtYQKlvgdR+SQWeVO0td+Rteu3TjjjDP8jtMgtWrVivS0VNaVJvkdpdFbVxqkdasWZGRk+B2lXlBjQkRERCRB/fCHP6R//wGkfv05KWtngNOxylI/JRVvJGvx26QmGbff/kuCQU11FwuBQIAueXmsLgn5HaVRcw7WlCST11Ujg/aXGhMiIiIiCSoQCPDAA/dz1llnkbx5AenL3idQvsPvWA1KNL05LimESwoRzmpDNL2535Ealkg1yRvmkL7sfXLbtmLixAnk5eX5napBGzJkKCuLguSX6aOeX1YWB9lUZgwZMsTvKPWG/lpFREREElgoFGLs2LHceuutZFYXkbHw76Ss/gSrKvU7WoNQ2XEwkfQcIuk5lB82isqOg/2O1DBEo4S2LKHJgtdI2TiXESedxIQnn6BDhw5+J2vwRo4cSVJSgGkbU/2O0mhN3ZhCWmoKI0aM8DtKvaExVCIiIiL1wMiRIxk8eDDPPvssb7zxBinbV1HZogdVrXrh0pr6HU+kRqSa0LaVpG5ZCOVF9D78cK684gr69Onjd7JGIycnh+OPH8aUTz7i5PYVtEzTIWDxtG5nEp9tSuW0M0bumoxUvpsaEyLS6Jz92v4+VccAACAASURBVNSYbPeNH5wYk+2KiNTKzs7m6quv5gc/+AF//etfmTx5MslbFhFp0o6qVr0IZ3cA04BYib9AeSGhLUtI2b4CF64ir2tXLrn4ZoYMGaLTJfrgiiuuYPoXn/OXpZnc3LcY/QriIxKFp5ZkkZWVxUUXXeR3nHpFjQkRERGReqZt27b88pe/5PLLL+edd97hzTffYtuKyZCSSWWzPMI5XYimNUefRiSmwhWEtq8htH01SSX5JAWDnDh8OGeffTa9e/dWQ8JHrVu35hdXXMkjjzzCB+tT+Z8OFX5HahT+viaN1cVJ3HXXDWRnZ/sdp15RY0JERERkN2Y2EngUSAKecs494HOkvcrJyeFnP/sZF1xwAZ999hlvv/0PZs+eRXTTPEhvRmV2Z6pz8nCpOtRD6kikiuCOtYS2ryJYvBFclHbt2zPq3Ev5/ve/T7NmzfxOKJ7TTz+d6dO/4PnPPqdpcpTBrav8jtSgTV6fwptr0hk5ciTDhw/3O069o8aEiIiIiMfMkoDHgVOA9cBMM3vLObfI32T7FgwGGTZsGMOGDaOwsJCPPvqIyZOnMH/+XFI2fonLyKGqSS7h7I5EM1poJIUcEKsqI1i4lmDhOkIl+bhomBYtW3LKeedy0kkn0a1bN42OSECBQIC77rqbm8bdyISFC0gPFnNkTrXfsRqkLzYn83/LMjl28GDGjRun18NBiHtjwsw6AP8HtAGiwETn3KNm1hx4CegMrAF+5JzT+bBEREQkngYBK5xzqwDM7EXgTCChGxO7y87O5swzz+TMM8+koKCAadOm8e+PP2bB/Hm4/K+w5HQqvSZFpEk7SNL3VPItzhEo206wcC2honUESrcC0Kp1G44/+UxOOukkHapRT6SkpPCb++5n7HXX8sj81VzSs4Tj2mrkRF1xDj5cn8pzKzI4/PA+3H3PPQSDek89GH78q4WBG51zc8wsC5htZh8CPwcmO+ceMLNbgVuBW3zIJyIiIo1Xe2DdbrfXA8f4lOWQtWzZktGjRzN69GiKioqYPn06n332GdOnz6B86zIIJBHJbE110/ZEmrQnmtZMoykaKauuIKl4A8HijSSXbMRVlmJmHNarF8cNPZtjjz2WLl26qBlRD2VlZfGHRx/jzjt/xcQv57KprIxz8soJ6Fd5SCJReHZ5BpM3pHLc0KHcfscdpKSk+B2r3op7Y8I5lw/ke9dLzGwxNTsBZwLDvdWeAaahxoSIiIjE15521d1/rWQ2BhgD0LFjx1hnqhNNmzble9/7Ht/73veorq5m3rx5fPHFF3wxfTrr1s4EZmLJ6VRltSPctD2RJu1woTS/Y8dFNL253xHiLxohaecWkoo3ECreuGtUREZGJgOPHcgxxxzD4MGDNWdEA5GVlcXDD/+WRx55hLfeeYeNZUlcclgpGaH/envzXcfMsN8RvlNhpTFxcRYLtoc477zzGDNmDIGAzoh0KHwdZ2JmnYGjgelAa69pgXMu38xa+RhNREREGqf1QIfdbucCG7+9knNuIjARYMCAAYm3Z/8dQqEQ/fv3p3///lx11VVs2bKFWbNmMXPmTGbMnEXpqhUAuIwcqjPbEG7SjkhWG0gK+Zw8Nio7DvY7Qux5h2ckFW8kWLKR0M4tuEg1gUCA3r17M2jQGQwcOJAePXqQlJTkd1qJgWAwyLhx4+jcuTNPPvkEt89MYUyvIno3S6xGwE96lPkdYZ++3BriqSVNqHQhbr75ekaNGuV3pAbBt8aEmWUCrwFjnXPF+zssrD5+QyEiIiL1xkygu5l1ATYA5wEX+Bsp9lq1asWoUaMYNWoUkUiE5cuXM2vWLGbNns2C+QsIb14IFiCa0YLqrLZEmrQjktkKAvoAm7CcwyqLCRZvJKk4n+Sdm3DVNaeMzO3QkQEnfp/+/fvTr18/MjIyfA4r8WJmjB49miOPPJJf33sPD34JozqWc05eGSF94b9PlRF4YUUGUzak0q1rHr+68y46derkd6wGw5fGhJmFqGlKPOece91bvNnM2nqjJdoCW/b02Pr+DYWIiIgkLudc2MyuBt6n5nShf3HOLfQ5VlwlJSVx2GGHcdhhh/GTn/yEyspKFixYwJw5c5g1ezbLlnqTaAaChDNbEc5qS7hJW+9sH/pk4yer3OmNiPAaEZWlAOS0aMnAEcPp168f/fr1o0WLFj4nFb/17NmTPz/1NOPHj+ftt9/my22pXNSzmJ7ZiTV6IlHM2xbimeVZFJQZ5557LpdccgnJycl+x2pQ/DgrhwFPA4udc7/f7a63gAuBB7yfb8Y7m4iIiIhz7l3gXb9zJIqUlJRdh31cdtll7Ny5k6+++oovv/ySWbPnsGb1bFI2gCWFqM5sTbhJWyJZ7WrmbdBEiTFl1WUkFefvGhFBRTEAWU2aMmDIII4++mj69etH+/btNWml/Je0tDRuvPFGjjvuOH7/u9/ymznGSe0rGJ1XlpBzT/ihuMp4fnkGn21OoUNuex69/2b69u3rd6wGyY8RE0OBnwLzzWyut+yX1DQkXjazS4C1wGgfsomIiIjIPmRmZjJ06FCGDh0KQGFhIXPnzvUaFbPZsG4mABZKpSqzDZEmbQk3aYdLaaJGxaEKVxIs2URS8UZCOzdhZTsASM/IoN+AmibEUUcdpbNnyAE55phj+OukZ5g0aRKvvvIKc7alckHXEo5pVdVoX7JRB//OT+HlVZlURJK48MKf8OMf/1ijJGLIj7NyfMKeZ7wGGBHPLCIiIiJyaLKzsxk+fDjDhw8HYOvWrcyZM4cvv/ySmbNmsfXrzwGwlEyqMtvUjKho0h6XnO5j6noiGiapZDNJxfmESvIJlG0F50hOTqFv3yPp378/Rx99NN26ddOElXJI0tPTufLKKxkxYgS/++3DjF+4gikbwvy0x046ZEb8jhdXK4uD/G1ZJquKkzji8D7cOO4mOnfu7HesBs/Xs3KIiIiISMPSokWLXacldc6xYcMG5syZw+zZs5k9Zw47V3tn/EhvTnWTdoSbtCeS1RoC2i3FOQIVRSQVbSBYvJ7Qzs24SJhAUhK9evViQP9R9O/fn169ehEKNcwzpIi/evbsyRNPTuDdd99l4oQn+dXMICe3L+fsLuUN/vCO4irjlZXpfJSfSk6zbG6//SpOPvlkjT6KE/0PICIiIiIxYWbk5uaSm5vLGWecQTQaZeXKlTWnJZ0xg/nz5xPZtABLCnrzU+QSzs7FpTb1O3r8RKoIFm0gqWgDySUboXInAO1zczlmRM0pPPv27Ut6ukaYSHwkJSVx+umnM2zYMJ5++mnefvstvihI44dddjKsbSWBBvY5PRyFyRtSeWNNBpXRAOeeO5oLL7xQr7k4U2NCREREROIiEAjQvXt3unfvzgUXXEB5eTlz585l5syZTJ8xgw3rpsO66ZCWTVXTDoSzO9SclrSBne3DKksIFq4jVLiWpJ2bIBolLT2dgccMYNCgQQwYMIA2bdr4HVMauaZNm3LDDTdw2mmn8dijj/KXhQuZsjGdn3QroUcDOXvHgu0hnluRyYadAQYM6M8111yrU4D6RI0JEREREfFFWloaxx57LMceeywA+fn5fP7553z66afMnTuXyKb5NZNoNmlPOLsT4ezc+nnIh3MEyrYT3LGa5KL1WNl2AHI7dOC4UT9iyJAh9O7dm2CwHj43afB69OjBH//0JyZPnsyTT4znf+cEOLZ1Jed1K6VZSv08vKOgPMDzyzOYvTWZtm1a85vbrmXIkCE6bMNHevcTERERkYTQtm1bzjnnHM455xxKS0uZOXNmTaPis8/YuXIlFkymqmkHqpt3IdKkPQQSe8LHQPkOgttXk7JjNZQXEQgEOPLIIxk69HyOPfZYcnNz/Y4osl/MjJNPPpkhQ4bw/PPP89JLL/Ll9BTO7lzKKbkVBOvJoKaqCLy7No2316aTFEzmsssu5Ic//CEpKSl+R2v01JgQERERkYSTkZGx62wf4XCYuXPnMnXqVKZN+4jS5SuxUAqVTTsRbtHdO9wjMb7ptOoyQgXLSd6xGivbjplx1NFHM+Kkkzj++ONp2rQRzZ8hDU56ejqXXnopI0eO5I9/fIwXps/g35vS+Fn3Eno1S+zDO+ZuDfHsiiy2lBnDhw/nyiuvpFWrVn7HEo8aEyIiIiKS0ILBIAMGDGDAgAGMHTuW2bNnM3nyZP798cdUbl2GS29OZYseVOd0haAP33w6R1LxRkIFSwgVrgMXpU+fwxkx4ieccMIJ5OTkxD+TSAzl5ubywAMP8tlnn/HHxx7l/i8DHNemgvO7l5GVYGfvKKw0/m9ZJrMKkunYIZff/fp6+vfv73cs+RY1JkRERESk3giFQgwePJjBgwdzfVkZU6ZM4c233mL5si9I2zCLymZdqGpzJC4tDiMTImFCBUtILVgCFcVkZmXx/R+N5rTTTqNDhw6xry/iIzNj6NChDBgwgL/97W+88MLzzNuRyk+6lXBMqyrfBzE5Bx/lp/DiykyqCXLZZRfxox/9SKfaTVBqTIiIiIhIvZSens5pp53GaaedxrJly3j77bd57/33Sd62gupmXahq15doWrO6LxypJnnLYlK3LMRVlXP4EUdw9llncfzxx5OcnFz39UQSWEpKCpdeeiknnngiDz30IOMXLuOzzVVc1HOnb5NjFpQHeGpJFot3BOl75JHcdPPNmtMlwakxISIiIiL1Xo8ePbjxxhu5+OKLefnll3n99TeoXLCK6mZdqOwwEJeSeehFXJTQ5kWkbZqHq66g/8CBXPizn3HEEUcc+rZF6rmuXbsyfvwTvP766zz154ncPjOZS3sW069ldVxzfLopmf9bloWFUhk37mpGjRpFIFBPZudsxNSYEBEREZEGo1mzZlx++eWce+65vPrqq7z08sskL1xPebt+VLfuBXZwH1ACOwtIX/sZVrqN/gMHcsnFF9OrV686Ti9SvyUlJTF69GgGDRrEr399L3+Yv5KT2ldwfrdSUmJ8Ep2ysPHM0gw+35zCEYf34fY7fkWbNm1iW1TqjBoTIiIiItLgZGdnc+mllzJq1Cj+8Ic/MGPGdJK3r6Ss64m4lKz935CLkrJ+Nsmb5tOseQ5jb76HYcOGYX4fQC+SwDp16sT48U/w9NNP89JLL7GsKJmxRxTRKi0ak3rrdybxhwVN2VqRxMUX/5wLLriAYFAfdesTjWkRERERkQarXbt2PPjgg9x1111kUk7W4n+QVJy/fw8OV5K+/EOSN83n9NNP59m//R8nnHCCmhIi+yE5OZkrrriChx9+mCKXxd2zm7FkR903C77cGuLeOdmEU5rx2GOP8bOf/UxNiXpIvzERkRg697VlMdnuSz/oEZPtiog0RGbGiSeeSLdu3bj1ttvYsOw9LCXjux8YriLgIlw/bhynnXZa7IOKNEADBw7kiQkTuO3WW3hwLvy8505OaFdZJ9v+59pUXlyRQbdu3fjNfffRqlWrOtmuxJ8aEyIiIiLSKHTo0IEJTz7Jc889R1FR0XeuHwgEOPXUU+nTp08c0ok0XLm5uYx/4knuuedunp41m8qI8b0OFYe0zddXpfH3NekMGzaM2267jbS0tDpKK35QY0JERA7YlOcK6nybJ/24ZZ1vU0Tk2zIzM7n88sv9jiHS6GRlZXH//Q9w7z338OwnnwAcdHOitikxcuRIbr75Zp11owFQY0JEpIGY+PqWmGx3zDkaFikiIiKHLhQKceddd+1qTqQkuQM+rOOdr1PVlGiA9FsUERERERGRuKhtTgwcOIBJyzJZXrT/35V/tS3EyyszOPHEE9WUaGD0mxQREREREZG4CYVC3HnnXbRq1Zo/LmzKjsrvPtPN5rIATyxqQl5eF2655RY1JRoY/TZFREREREQkrrKysvjNffdT7pJ5ekkWzu193aiDCYubkJSSwf/+5j5SU1PjF1TiQo0JERERERERibu8vDwuvfQy5m0LMasgea/rfbQxhRVFSVxz7XW0bds2jgklXjT5pYiIiIiIiPji7LPP5v33/snTS1fx3rrwHtdZVxrkqL59OeWUU+KcTuJFjQkRERERERHxRTAY5Je338Gf//xnKiv3fIaOAenpXHHFFZh991wUUj+pMSEiIiIiIiK+ycvL4/777/c7hvhIc0yIiIiIiIiIiG/UmBARERERERER36gxISIiIiIiIiK+UWNCRERERERERHyjxoSIiIiIiIiI+EaNCRERERERERHxTcKdLtTMRgKPAknAU865B3yOJCIiPlr+p811vs3uV7eu822KiIiIyMFJqBETZpYEPA6cCvQGzjez3v6mEhEREREREZFYSbQRE4OAFc65VQBm9iJwJrDI11QiItIobPr9wjrfZpsb+uxx+ZY/Tq7zWq2uGVHn2xQRERGJtYQaMQG0B9btdnu9t0xEREREREREGiBzzvmdYRczGw38j3PuUu/2T4FBzrlrdltnDDDGu9kTWHoQpVoAWw8xbiLVUS3VSoRaDfE5qZZq+V3nUGp1cs61rOsw8t/MrAD42u8ccsji+boWkX3T67Hh2K/9kUQ7lGM90GG327nAxt1XcM5NBCYeShEzm+WcG3Ao20ikOqqlWolQqyE+J9VSLb/rxLuWHBw1gBoGvdZEEodej41Poh3KMRPobmZdzCwZOA94y+dMIiIiIiIiIhIjCTViwjkXNrOrgfepOV3oX5xzdT8TmYiIiIiIiIgkhIRqTAA4594F3o1xmUM6FCQB66iWaiVCrYb4nFRLtfyuE+9aIo2ZXmsiiUOvx0YmoSa/FBEREREREZHGJdHmmBARERERERGRRqRRNSbMbKSZLTWzFWZ2awzr/MXMtpjZgljV2K1WBzObamaLzWyhmV0Xw1qpZjbDzL7yat0Tq1pevSQz+9LM/hHLOl6tNWY238zmmtmsGNbJNrNXzWyJ9zs7NkZ1enrPpfZSbGZjY1HLq3e99zexwMxeMLPUGNa6zquzsK6f055eu2bW3Mw+NLPl3s9mMaw12nteUTOrs5mo91LrYe/vcJ6ZvWFm2TGs9Wuvzlwz+8DM2sWizm73jTMzZ2YtDrXO3mqZ2d1mtmG319ioGNZ6abc6a8xsbl3UEpH/iNc+oojsWzw/R0liaTSNCTNLAh4HTgV6A+ebWe8YlZsEjIzRtr8tDNzonOsFDAauiuHzqgROcs71BY4CRprZ4BjVArgOWBzD7X/bic65o2J8aqJHgfecc4cBfYnR83POLfWey1FAf6AMeCMWtcysPXAtMMA5dzg1E9eeF6NahwOXAYOo+fc7zcy612GJSfz3a/dWYLJzrjsw2bsdq1oLgHOAf9dRjX3V+hA43Dl3JLAMuC2GtR52zh3p/T3+A7gzRnUwsw7AKcDaOqixz1rAI7WvM29+pJjUcs6du9vr+TXg9TqqJSLEfR9RRPZtEvH7HCUJpNE0Jqj5ILPCObfKOVcFvAicGYtCzrl/A9tjse091Mp3zs3xrpdQ80G3fYxqOefcTu9myLvEZJISM8sFvg88FYvt+8HMmgDDgKcBnHNVzrnCOJQeAax0zn0dwxpBIM3MgkA6sDFGdXoBXzjnypxzYeAj4Oy62vheXrtnAs94158BzopVLefcYufc0rrY/n7U+sD7NwT4AsiNYa3i3W5mUAfvG/t4n30EuLkuauxHrTq3r1pmZsCPgBfikUWkEYnbPqKI7Fs8/8+VxNKYGhPtgXW73V5PjD7A+8XMOgNHA9NjWCPJG0a8BfjQORerWn+g5sNFNEbb/zYHfGBms81sTIxq5AEFwF+9Q1SeMrOMGNXa3XnE8IOMc24D8FtqvqHOB4qccx/EqNwCYJiZ5ZhZOjAK6BCjWrVaO+fyoaYRCLSKcT0/XAz8M5YFzOw3ZrYO+DF1M2JiTzXOADY4576Kxfb34GrvEJW/1NUhPt/heGCzc255HGqJNCYNfh9RRCTRNabGhO1hWYM5JYmZZVIzxHfst76drFPOuYg3nDgXGOQNra9TZnYasMU5N7uut70PQ51z/agZxnmVmQ2LQY0g0A94wjl3NFBK3R0WsEdmlgycAbwSwxrNqPlmqQvQDsgws5/EopZzbjHwIDWHIbwHfEXN4UxykMzsdmr+DZ+LZR3n3O3OuQ5enavrevteo+p2YtT02IMngK7UHNaWD/wuDjXPR6MlRGKhQe8jiojUB42pMbGeb36zmkvshpvHlZmFqGlKPOeci8uxx94hCNOIzTFgQ4EzzGwNNcMpTzKzZ2NQZxfn3Ebv5xZq5mIYFIMy64H1u40yeZWaRkUsnQrMcc5tjmGNk4HVzrkC51w1Nce/D4lVMefc0865fs65YdQM9Yv1t8ebzawtgPdzS4zrxY2ZXQicBvzYxe/c0c8DP4jBdrtS0xz7ynvvyAXmmFmbGNTCObfZa9RGgT8Tm/eMXbzDpM4BXoplHZFGqsHuI4qI1BeNqTExE+huZl28b5HPA97yOdMh8445fhpY7Jz7fYxrtaydud/M0qj5QLqkrus4525zzuU65zpT83ua4pyLyTfwAGaWYWZZtdeB71FzyECdcs5tAtaZWU9v0QhgUV3X+ZZ4fMO6FhhsZune3+MIYjhpqZm18n52pOaDWqyf31vAhd71C4E3Y1wvLsxsJHALcIZzrizGtXafoPQMYvO+Md8518o519l771gP9PNed3WutlnlOZsYvGd8y8nAEufc+hjXEWmMGuQ+oohIfdJoGhPeJG9XA+9T86HpZefcwljUMrMXgM+Bnma23swuiUUdz1Dgp9SMKqjT09btQVtgqpnNo+Y/8Q+dczE/lWcctAY+MbOvgBnAO86592JU6xrgOe/f8CjgvhjVqR3afgoxnsHfGwHyKjAHmE/N+8rEGJZ8zcwWAW8DVznndtTVhvfy2n0AOMXMllPz7/lArGqZ2dlmth44FnjHzN6PVS3gT0AW8KH3vvFkDGs9YDWneJ1HTePvkE9rHM/32b3UeshqTjE8DzgRuD6GtSDGc8WINGbx3EcUkX2L8+coSSAWv9G7IiIiIiIiIiLf1GhGTIiIiIiIiIhI4lFjQkRERERERER8o8aEiIiIiIiIiPhGjQkRERERERER8Y0aEyIiIiIiIiLim6DfAUREapnZUUA759y7fmcRERGR+DOzHGCyd7MNEAEKvNuDnHNVMajZD2gVw9PFi8h3UGNCRHYxsyTnXMTHCEcBAwA1JkRERBoh59w2avYHMLO7gZ3Oud/u7+MPcl+mH3A4oMaEiE90KIdII2Fmnc1siZk9Y2bzzOxVM0s3szVmdqeZfQKMNrOuZvaemc02s4/N7DDv8V3N7Aszm2lm95rZTm/5cDOb5m1viZk9Z2bm3Xent/4CM5u42/JpZvagmc0ws2VmdryZJQP3Auea2VwzO9fMTvCuzzWzL80sy6d/PhEREfGZmb3t7Z8sNLNLvWVBMys0s/81sxnAIDM7w8yWevsxfzSzv3vrZprZJG//40szO93M0oA7gR97+xs/9PEpijRaakyINC49gYnOuSOBYuBKb3mFc+4459yLwETgGudcf2AcMN5b51HgUefcQGDjt7Z7NDAW6A3kAUO95X9yzg10zh0OpAGn7faYoHNukPe4u7yhmXcCLznnjnLOveTVv8o5dxRwPFBeN/8MIiIiUg9d6O2fDARuMLNm3vKmwBxvv+IravZdvgcMo+ZwkFp3Au95650E/A5w1Hwx8py3//FqfJ6KiOxOjQmRxmWdc+5T7/qzwHHe9Zeg5psEYAjwipnNBSYAbb11jgVe8a4//63tznDOrXfORYG5QGdv+YlmNt3M5lOzA9Bnt8e87v2cvdv63/Yp8HszuxbIds6F9/eJioiISINzvZl9BXwO5AJdveVVwBve9d7AUufc1845B7yw2+O/B9zu7eNMBVKBjnFJLiL7pDkmRBoXt5fbpd7PAFDojVA4EJW7XY8AQTNLpeYbiwHOuXXecaKpe3hMhL28FznnHjCzd4BRwBdmdrJzbskBZhMREZF6zsxOpmYExGDnXLl3CGrtfkW514QAsH1tBjjLObfyW9seVueBReSAaMSESOPS0cyO9a6fD3yy+53OuWJgtZmNBrAafb27vwB+4F0/bz9q1e4sbPVGYuzPMZslwK55JMysq3NuvnPuQWAWcNh+bENEREQanqbAdq8p0Yeawzn2ZCHQ08w6eHNbnbvbfe8D19beMLOjvavf2P8QkfhTY0KkcVkMXGhm84DmwBN7WOfHwCXeUMmFwJne8rHUHM85g5rDO4r2Vcg5Vwj8GZgP/B2YuR/5pgK9aye/BMZ6E2d+Rc38Ev/cj22IiIhIw/MOkO7tE9wJTN/TSs65MuBq4F/Ax9TMi1W7z3KPt435ZrYQuNtbPgXo602IqckvRXxg/xn1JCINmZl1Bv7hTUR5MI9PxxsqaWbnAec75878rseJiIiIxJOZZTrndnojJiYA851zf/Q7l4jsneaYEJH91R/4k/effCFwsc95RERERPbkCjP7MZBCzaGgf/Y5j4h8B42YEBERERERERHfaI4JEREREREREfGNGhMiIiIiIiIi4hs1JkRERERERETEN2pMiIiIiIiIiIhv1JgQEREREREREd+oMSEiIiIiIiIivlFjQkRERERERER8o8aEiIiIiIiIiPhGjQkRERERERER8Y0aEyIiIiIiIiLiGzUmRERERERERMQ3akyIiIiIiIiIiG/UmBARERERERER36gxISIiIiIiIiK+UWNCRERERERERHyjxoSIiIiIiIiI+EaNCRERERERERHxjRoTIiIiIiIiIuIbNSZERERERERExDdqTIiIiIiIiIiIb9SYEBERERERERHfqDEhIiIiIiIiIr5RY0JEREREREREfKPGhIiIiIiIiIj4Juh3gEPRokUL17lzZ79jiIiIJJzZs2dvdc619DtHY6D9ERERkT3b3/2Ret2Y6Ny5M7NmzfI7hoiISMIxs6/9ztBYaH9ERERkz/Z31lC6OwAAIABJREFUf0SHcoiIiIiIiIiIb9SYEBERERERERHfqDEhIiIiIiIiIr5RY0JEREREREREfKPGhIiIiIiIiIj4Ro0JEREREREREfGNGhMiIiIiIiIi4hs1JkRERERERETEN2pMiIiIiIiIiIhv1JgQERERERGRhBGJRIhEIn7HkDjypTFhZteb2UIzW2BmL5hZqpl1MbPpZrbczF4ys2Q/somIiIiIiIg/JkyYwIgRIxgxYgQvvvii33EkToLxLmhm7YFrgd7OuXIzexk4DxgFPOKce9HMngQuAZ6Idz4ROTjPT197UI+74JiOdZxEREREROqrf380jQ6ZYaqixr///RHnnXee35EkDvw6lCMIpJlZEEgH8oGTgFe9+58BzvIpm4iIiIiIiMTZ9u3b2bAxnyGtKxnQooplS5dRWVnpdyyJg7g3JpxzG4DfAmupaUgUAbOBQudc2FttPdA+3tlERERERETEHzNnzgTgsOwwh2VXE45EmDNnjs+pJB7i3pgws2bAmUAXoB2QAZy6h1XdXh4/xsxmmdmsgoKC2AUVERERERGRuJk8+V+0SIO8JmH6NK8mIwRTpkzxO5bEgR+HcpwMrHbOFTjnqoHXgSFAtndoB0AusHFPD3bOTXTODXDODWjZsmV8EouIiIiIiEjMbNu2jVmzZnNMy3LMIBiAAS0q+OTjf1NaWup3PIkxPxoTa4HBZpZuZgaMABYBU4EfeutcCLzpQzYRERERERGJs5deegnnogxvV7Fr2YntKyivqOTvf/+7j8kkHvyYY2I6NZNczgHmexkmArcAN5jZCiAHeDre2URERERERCS+duzYwZt/f4MhrStpnR7dtTyvSYS+OdW89OILlJWV+ZhQYs2Xs3I45+5yzh3mnDvcOfdT51ylc26Vc26Qc66bc260c07Tr4qIiIhIzBUWFnL5L37B5MmT/Y4i0ihNmDCB6upqzuj0382HszqXUVyyk0mTJsU/mMSNX6cLFRERERFJCKtXr2bpkiU8/bQG7IrE2xdffMF7773H9zuW0TYj+l/3d20a5sR2Fbz6yissXLjQh4QSD2pMiIiIiEijVjuxXjgc/o41RaQu7dixg98+/BDtM6Oc1aV8r+ud162MZqmO++/7jSbCbKDUmBARERGRRq2kpASAaPS/v60VkdiorKzk9tt/SXHhDi7vVUxoH59M04KOMYcVsXHjRu695241ERsgNSZEREREpFHbsWMHAFHnfE4i0jg453jwwQdZtGgxY3oV0zkr8p2P6dUszIU9djJ9xkwef/xxnF6vDUrQ7wAiIiIiIn7avn07AGVlex9KLiJ1IxqN8sgjjzBlyhRG55UyqFXVfj/2xPaVbCpL4o033iA9PZ1LL70UM4thWokXNSZEREREpFHbtGkTABXlZZSUlJCVleVzIpGGKRKJ8NBDD/H+++9zeqcyTutUccDbOLdbGRUR47nnnqOqqoorr7xSzYkGQI0JEREREWnU1m/YsOt6fn6+GhMiMVBZWcn999/PtGnTOKdLGWd2Ludg+gkBg5/3LCUUcLzyyiuUl5czduxYgkF9tK3PNMeEiIiIiDRakUiEDRs2EG7SHoC1a9f6nEik4dm2bRtjr7uWadOmcV63Us7qcnBNiVpm8OPuZZzeqYx//OMf3HzzTbsmsZX6SY0JERERabDMrIOZTTWzxWa20Myu85Y3N7MPzWy597OZt9zM7DEzW2Fm88ysn7/PQGJt48aNVFdVEW7eGSzAqlWr/I4k0qAsX76cX1x+GauWL+XaI0oY1fHAD9/YEzMY3bWcy3rt5Ku5X/KLy8eosViPqTEhIiIiDVkYuNE51wsYDFxlZr2BW4HJzrnuwGTvNsCpQHfvMgZ4Iv6RJZ5WrlwJQCQ9B5eWzYoVK31OJNIwOOf45z//ydVXXUm0dDt39CtkQMv9n+hyfx3ftpJbjyqieGs+v7h8DNOmTavzGhJ7akyIiIhIg+Wcy3fOzfGulwCLgfbAmcAz3mrPAGd5188E/s/V+ALINrO2cY4tcbR06VKwANG0ZoTTc1i8ZIlOQyhyiMrLy7n//vt58MEH6ZpZzt39t9NpP04JerB6Zoe5p/8O2oRKufvuu3n00Uepqqr7JojEjhoTIiIi0iiYWWfgaGA60No5lw81zQuglbdae2Ddbg9b7y2TBmrx4sVE03MgkEQkowUlxUW7ztIhIgdu5cqVXD7mMj784APO6VLGzX2LaJoc+2Zfi7Qod/QrZGSHct544w2uvupK1q9fH/O6UjfUmBAREZEGz8wygdeAsc654n2tuodl/7VHbWZjzGyWmc0qKCioq5gSZ5FIhMVLlhDOaFFzO6MlUNOsEJEDE41Gefnll/nF5WMo3rKeW44q4qwu5QQOcJLLZ5el8+yy9IPKEAzABd3LuO6IYjasWcGll1zMP/7xD42CqgfUmBAREZEGzcxC1DQlnnPOve4t3lx7iIb3c4u3fD3QYbeH5wIbv71N59xE59wA59yAli1bxi68xNSaNWuorKggklkzYCaa1hxLCrJo0SKfk4nULwUFBdw0bhzjx4/niOxy/nfgdno3Dx/UttbuDLJ256Gd+rN/y2p+M3AHeell/Pa3v+VXd9xBYWHhIW1TYkuNCREREWmwzMyAp4HFzrnf73bXW8CF3vULgTd3W/4z7+wcg4Gi2kM+pOGpbUDUjpQgECCcnsOCBQt9TCVSv0ydOpWLL/o5C76aw0U9d3LdESU0icOhG9+leWqUm48q4vxupXz++adcfNHPmT59ut+xZC8OrRUlIiIiktiGAj8F5pvZXG/ZL4EHgJfN7BJgLTDau+9dYBSwAigDLopvXImnxYsXY6FUXErWrmWR9JasWLmU6upqQqGQj+lEEltJSQmPPvoo//rXv8hrEuHygcW0TY/6HesbAgandqygd7NqJiyOcsstt3DGGWdwxRVXkJaW5nc82Y0aEyIiItJgOec+Yc/zRgCM2MP6DrgqpqEkYSxavITqtByw//yJRDJbEN68gNWrV9OjRw8f04kkrjlz5nD/fb9h27ZtnNOljNM7lZOUwGPxO2VFuLv/Dl5bnc7bb73F7Fkz+eXtd9CnTx+/o4kngf98RERERERio7q6mrVrvyaSnvON5bW3V65c6UcskYRWVVXF+PHjueGGGwiWb+XO/oWc1SWxmxK1kpPg/G5l3HZ0EZU78rnmmmuYNGkS4fDBzYUhdase/AmJiIiIiNStdevWEY1EiKY3+8Zyl5KFJQVZtWqVT8lEEtOqVav4xZgxvPzyy5zcvoJ7B2wnr0nE71gH7LBmYf534HaObVXOpEmTuObqq3Ra0QSgxoSIiIiINDpff/01ANG07G/eYQGiqU1Zu3atD6lEEo9zjjfeeIPLLx/Dtvw13HhkMT/rWUpKkt/JDl560HF5751c2aeEr1cu5dJLLuGDDz7wO1ajpjkmRERERKTR2bix5iyw0ZQm/3VfODmLdfoGVYSSkhIeeughPv74Y/rmVHNZr8Q440ZdGdy6iu5Nd/Dkoizuu+8+5syZw3XXXaeJMX2gxoSINCrPTz+4b8AuOKZjHScRERE/5efnY8lpkPTfZ96IpmSxedMiotEogYAGGEvjtHjxYu65+y4Ktmzh/G6l/E+HCgJ7m0q4HstJjXLrUUW8uSaNN997j0ULF3D3PfeSl5fnd7RGRe+0IiIiItLobNu2jWgofY/3uVA6kUiE4uLiOKcSSQzvvPMO115zNeHizdzRr4hTOzbMpkStpACck1fOzUcVUbxlPVde8QumTZvmd6xGRY0JEREREWl0CrZuJRLc83Btl1yzfPv27fGMJOK76upqHnnkER5++GF6Nqng3gE76Nq08Zy1ok/zMPcO2E5uajl33303Tz31FJFI/Zvgsz6Ke2PCzHqa2dzdLsVmNtbMmpvZh2a23PvZ7Lu3JiIiIiJy4AoLi3DBlD3e57yGRVFRUTwjifiqpKSEm8aN48033+TUjuXceGQxmaGGM5/E/spOcdx2dCEntK3g2Wef5Vd33EFFRYXfsRq8uDcmnHNLnXNHOeeOAvoDZcAbwK3AZOdcd2Cyd1tEREREpM7tLCnBBVP3eF9tw0KHckhjUVBQwHXXXMP8+V9xee8Szu9WRlIjHlsfCsDFh5Xy0x6lfP7559xw/Vg1KmPM7z+3EcBK59zXwJnAM97yZ4CzfEslIiIiIg1WOBymoqIcl5S8x/trl5eUlMQzlogvvv76a6668go2rq85FejQNlV+R0oIZnBKbgVXH17C8qVLuPqqK9m0aZPfsRosvxsT5wEveNdbO+fyAbyfrXxLJSIiIiINVllZGcDeGxPBmuWlpaVxyyTih3Xr1jH2umupKN7KL48u5PDm1X5HSjgDW1Vx81FFbNu8geuvu5YtW7b4HalB8q0xYWbJwBnAKwf4uDFmNsvMZhUUFMQmnIiIiIg0WLUNB7eHU4UCEAh9Yz2Rhig/P58brr+OSHkRtx1VSOcsTfK4Nz2zw9zct5DC7Vu44fqxbNu2ze9IDY6fIyZOBeY45zZ7tzebWVsA7+ceW1HOuYnOuQHOuQEtW7aMU1QRERERaSh2NRz2MmICMyyYrMaENFjbt2/n+rHXUV68nZv7FtI+Q02J75LXJMK4I4so2JzPjTdcz86dO/2O1KD42Zg4n/8cxgHwFnChd/1C4M24JxIRERGRBu8/h3LsZcQEQDB513oiDUlVVRW/uuMOtm/dwrgjC+mYqabE/ureNMzYwwtZt3Ytv/71vTqVaB0K+lHUzNKBU4DLd1v8APCymV0CrAVG+5FNROLr+elrD+pxFxzTsY6TiIhIY1H7Tefe5pgAcIGQRkxIg+Oc49FHH2XhokVc1aeEvCb6YH2g+jQP85PuO3lm+gyefvppxowZ43ekBsGXxoRzrgzI+daybdScpUNEREREJGZ2NSaCe29MRALJGqotDc6//vUv3nnnHU7vVMYxrXX2jYM1IreStTuDPP/88/Tt25djjjnG70j1nt9n5RARERERiatdDYd9jZhISqaoqDhOiURib9u2bTz2hz/QrWmEH+SV+x2n3vtJj1LaZ0Z5+KEHdWrhOqDGhIiIiIg0KkVFRQC4YMpe13HBFAqLCuMVSSTmfve731JRUcplvYoJmN9p6r9QAC47rJjt27fz+OOP+x2n3lNjQkREREQalcLCQiyUCrb3XWEXSqW4qAjnXByTicTGrFmz+Oyzzzmncylt06N+x2kw8ppEOLVDOe+99x7Lly/3O069psaEiIiIiDQqW7duJRpK3+c60VA61dXVGqIt9V40GmXihCdpkQbf61Dhd5wG5/TO5WQmw4QJT/odpV5TY0JEREREGpUNG/OJJGfscx2XkgnApk2b4hFJJGY+/fRTli1fwTmdSwjp01+dSw86zuhYyqxZs5k3b57fceot/WmKiIiISKMRjUbJ37iRaErWvtfz7l+/fn08YonEzGuvvkqLNDhWZ+GImRPbV5ARgtdee9XvKPWWGhMiIiIi0misX7+eysoKIun/OXN9ytovSFn7xTfWi6ZmgwV03LjUa6tWrWLuV18xol0pSfrkFzMpSTC8bTkff/wJW7Zs8TtOvaQ/TxERERFpNJYuXQpANL35rmWBsu0EyrZ/c8VAEi69GUuWLIlnPJE69d5775EUgGHtKv2O0uCd1L6CaDTKhx9+6HeUekmNCRERERFpNGbOnImFUommNfvOdasz2zBv/nzKysrikEykbjnn+GjaVA5vVkVWSGeXibWWaVG6No0wbepUv6PUS2pMiIiIiEijEIlE+Ozzz6lq0n6fpwqtFc7uQCQcZvbs2XFIJ1K3li5dyuYtBQxqpbkl4mVQywqWr1hBfn6+31HqHTUmREREpF4wsx5m9mcz+8DMptRe/M4l9ceMGTPYWVJCOLvTfq0fyWyDhVI1NFvqpdqGWt8cNSbipfbfetasWT4nqX+CfgcQERER2U+vAE8CfwYiPmeReuj119/AktMJZ3fcvwcEAlTkdOeTT2omtGvVqlVsA4rUodmzZ9EhK0qTZB3GES9t06M0S61pCp1++ul+x6lXNGJCRERE6ouwc+4J59wM59zs2ovfoaR+WLVqFTNnzqCiRU8I7P8ucHWrw4hGo7z6qk4DKPVHOBxm4YIF9Gpavya9fHZZOl+XJPF1SRL3zWnCs8vS/Y50QMygV9NK5n31Jc6pIXQg1JgQERGR+uJtM7vSzNqaWfPai9+hpH544sknsWAKVa17H9DjXEoW1TndeP31N9i0aVOM0onUrTVr1lBZVU3XJmG/oxyQtTuDlEcClEcCLCkMsXZn/Rvgn9ckzPYdRRQUFPgdpV6pf79pEYm556ev9TuCiMieXOj9vGm3ZQ7I8yGL1CMzZ85k5owZVOQOhGDKAT++Mrc/yTvWMHHiRO68884YJBSpW7Wnuc2rZ42JhqC2GbRkyRId/nUANGJCRERE6gXnXJc9XNSUkH0qLS3loYcfhrSmVLfudVDbcMkZVLQ5nClTpvDpp5/WcUKRurdixQrSQkartKjfURqdDplhzGDlypV+R6lX1JgQERGResHMQmZ2rZm96l2uNrOQ37kksY0fP56CggJKOx0HgYMfLFzVti8uI4eHHn6YoqKiOkwoUvdWLF9Oh4xqzPxO0vgkJ0HbdMeKFSv8jlKvqDEhIiIi9cUTQH9gvHfp7y0T2aOpU6fyzjvvUNX6cKJZrQ9tY4EkyjofR1FxMb+57z6iUX0TLYnJOceqVSvpkKHDOPySm1HFyhXL/Y5Rr6gxISIiIvXFQOfchc65Kd7lImCg36EkMa1Zs4YHHniQaFYrKtv3q5NtRtNzqOhwDDOmT+dvf/tbnWxTpK5t3ryZsvIKOmSqMeGXDhkRNm3eQllZmd9R6g01JkRERKS+iJhZ19obZpYHRHzMIwmquLiYX95+O1UuQFneSRBIqrNtV7c8jOqcrvx10iTNNyEJadWqVQDkZujt0S+5XlNo9erVPiepP9SYEBERkfriJmCqmU0zs4+AKcCNPmeSBFNVVcXtt9/BxvxNlOYNxyWn120BMyo6DSWansM999y76+wHIomidm6DDplqTPilk/dvr3km9p8aEyIiIlIvOOcmA92Ba71LT+fcVH9TSSKJRqM8+OCDzJ8/j/LOxxHJahObQklByrqfTFUgmVtuvZX8/PzY1BE5CMuXL6d1uiMt6PyO0mjlpEbJSDY1Jg6AGhMiIiKS0MzsJO/nOcD3gW5AV+D73jIRnHP86U9/YvLkyVS27084p+t3P+hQ6oXSKe12CsU7y7nhhhvZtm1bTOuJ7K+lSxbTKbPK7xiNmhl0yqhiyeLFfkepN9SYEBERkUR3gvfz9D1cTvMrlCSWSZMm8frrr1PVug9VbY+MS81oWjY7u5/Cpi0F3DjuJkpKSuJSV2RvtmzZwpaCrXRrqokv/dataTUrV63SBJj76eBP5nwIzCwbeAo4HHDAxcBS4CWgM7AG+JFzbocf+UQk8T0/fa3fEUQkTpxzd3lX73XOfWMmMTPr4kMkSTAvvvgizzzzDNUtulPZYVDN15VxEs1sRWnXk1iz4kPG3XQTv//d78jIyIhbfZHdLViwAIAeTat9TiI9moaJRqMsXryY/v37+x0n4fk1YuJR4D3n3GFAX2AxcCsw2TnXHZjs3RYRERGp9doelr0a9xSSUF555RWefPJJqpt3oaLz0Lg2JWpFmranPO9Eli5dxk033axvSMU3s2fPJi0EHTXxpe+6Nw2TZDW/E/lucW9MmFkTYBjwNIBzrso5VwicCTzjrfYMcFa8s4mIiEjiMbPDzOwHQFMzO2e3y8+BVJ/jiY9ef/11Hn/8ccLNOlORdwKYf0cph5t1ojzvBBYtXsTNt9yi5oTEnXOO6V98zuHZlQR1wL7v0oKO7k3DTP/ic7+j1At+/MnmAQXAX83sSzN7yswygNbOuXwA72erPT3YzMaY2Swzm1VQUBC/1CIiIuKXntTMJZHNN+eX6Adc5mMu8dErr7zCY489RrhZR8rzhvvalKgVbt6F8i4nsGDBAsbddBOlpaV+R5JGZMWKFWzdtp0jc3QYR6Lom1PJylWr2bx5s99REp4f7+BBanYknnDOHQ2UcgCHbTjnJjrnBjjnBrRs2TJWGUVERCRBOOfedM5dBJzmnLtot8u1zrnP9vVYM/uLmW0xswW7LbvbzDaY2VzvMmq3+24zsxVmttTM/ieGT0sOwQsvvMDjjz9OdbPOlOedBAH/mxK1wjl5lOcNZ9Gixdw4bpwmxJS4mTJlCkkG/VrqjByJYoD3u5g6VWe2/i5+vIuvB9Y756Z7t1+lplGx2czaAng/t/iQTURERBLXl2Z2lZmN9xoOfzGzv3zHYyYBI/ew/BHn3FHe5V0AM+sNnAf08R4z3syS6vIJyKFxzvHXv/6VCRMm1Mwp0XV4QjUlaoWbd6G863CWLF3K2OtvoLCw0O9I0sBFo1Em/+tDDm9eRVbI+R1HPK3To+Q1ifCvDz/wO0rCi/s7uXNuE7DOzHp6i0YAi4C3gAu9ZRcCb8Y7m4iIiCS0vwFtgP8BPgJygX1+He2c+zewfT+3fybwonOu0jv7xwpg0MHHlbrknOOJJ57YdfYNv+eU+C7hZp0p6zqClatWcc2117Ft2za/I0kDNnv2bLYUbGVI60q/o8i3DGldwYqVq1i6dKnfURKaX+/m1wDPmf0/e/cd5mSVvnH8+2QymV5g6AxDEym6SlMRsIEiAvbyszcUUZprb1jAsrqKq1tcu7gs67Jrw4a6gJUVKSKiIggCUqTNANNbzu+PCS7rYsOZOZPk/lxXrrzvmzfJjRMzkyfPOccWA92BO4HfAEeZ2XLgqMi+iIiIyE57OefGA8XOucnAUOBXe/hYo81scaTrolHkWGvg613OWRs59j8051X9qq6uZtKkSUybNo2KZl0pa9e/QRcldqrObkNJp6NYu249o0aPZsOGDb4jSYx64YXnyUyC3s00jKOh6deinKQEePFFfe/+Q7y8ozvnFkXmidjPOXeCc67AObfVOTfQOdcpcv1Tv90QERGR+LBzRrdtZrYvkAW024PHeQjoSM2XIxuA+yLHd7fO5G57ojXnVf2prKzk9tvv4KWXXqK8xX6U5/XxsiTonqrObEXR3kezcXM+o0aPZvXq1b4jSYzZsGED/57zbw5tUUpiw6/XxZ20RMfBzcuY+a83NazrB+ilKyIiItHikUh3w03UDAH9DLj75z6Ic26jc67aORcGHuU/wzXWAm12OTUXWP/LIssvUVZWxo033cTs2bMoz+1NRZveUVWU2Cmc3oyizsdQUFjKqNGjWbp0qe9IEkOmTZuGmePI1mW+o8j3GJRbRnlFJc8//7zvKA2WChMiIiLS4JlZANgR6bJ8xznXwTnXzDn38B48Vstddk8Edq7YMR043cySzKw90An48BeHlz1SWFjIlVdexYdz51LWti8VLffzHekXCac2prDzEIoqYdzll7Nw4ULfkSQGFBQU8MrLL9O/eRmNk8O+48j3yE2vpmeTCp579p+UlJT4jtMgqTAhIiIiDV6ku2H0z72fmf0N+DfQ2czWmtlw4B4z+yQy19URwK8jz/EpMI2aTowZwCjnXHVt/Rvkp9u6dStjxo7j088/o7TjEVQ26+I7Uq1wyZkUdR5CWSCFq6+5hnfeecd3JIlyzzzzDJVVlQzJK/UdRX7EsW1LKSwqVtfE91BhQkRERKLFm2Z2lZm1MbPGOy8/dAfn3BnOuZbOuUTnXK5z7nHn3DnOuV9F5ro6zjm3YZfz73DOdXTOdXbOvVb3/yT5rrVr13LpZaNYveZrSvY6iqrG7X1HqlUulEZR5yFUpjTmlltuYfr06b4jSZTaunUrLzz/HH2bl9EyTd0SDV3HrCr2z6nkmb9Npbi42HecBkeFCREREYkWFwKjgHeABZHLfK+JpFYtXbqUSy8bxeb87RTtPZjqrN0uihL9gkkUdzqaysxcJk2axOTJk3Fut/OsinyvKVOmUFlZyQnt1C0RLU5qX0xhUTHTpk3zHaXBUWFCREREokVX51z7XS9AN9+hpHbMmzePcZdfTmFFmMIuQwinx/hqJwmJlO41kMqcvXjyySe5//77qaqq8p1KosS6det4afp0DmtZRvNUdUtEi/aZ1RzQtJxpf3+G/HwtQrkrFSZEREQkWsz5icckyrz22mtce+11lAVSKeo8FJec5TtS/QgEKGt/COUtfsX06dMZP348paX69lt+3OOPP04C1ZzYXhMpRptTOpRQXl7O008/7TtKg6LChIiIiDRoZtbCzHoBKWbWw8x6Ri6HA6me48kv4Jzjqaee4u6776YyvTlFXYbgQnH2IzWjos0BlLU9mH9/8AHjLr9c36TKD/riiy+YNWsWg3JLyE7SEKBo0zItzGEty3jppemsXbvWd5wGQ4UJERERaeiOBu4FcoFJwH2RyxXADR5zyS9QVlbGxIkTeeqpp6hs0omSToMgIeQ7ljeVzbpSstdAln+5khGXXMLy5ct9R5IGyDnHww//mfQQDG1b5jtOrSutMpKTkznllFNITk6mtMp8R6oTJ7YvIUiYxx57zHeUBkOFCREREWnQnHOTnXNHAOc7547Y5XKcc+453/nk59u0aROjx4xh1qxZlOf2pqxdfwjoz9Lq7DyKOh/Dlh2ljBo1mrffftt3JGlg5s+fz8KFH3FC22JSg7HXLVFSZQwbNozRo0czdOhQSmK0MJGd5BjcpoS33nqLpUuX+o7TIOg3gIiIiESLl83sTDO7wcxu3nnxHUp+no8++oiLR4xgxcpVlHQ6koqW+4HF5oePPRFOa0JR12GUhbK45ZZbePTRRzUppgA13RKPPvIwTVMcA1rHXrcEQGrQ8fLLL/P73/+eV155JSaLLzsNySslIwSPPfao7ygNggoTIiIiEi1eBI4HqoDiXS4SBaqrq3nyyScHOYbMAAAgAElEQVT59RVXsL0ciroOozo7z3esBsklplLc+RgqmuzNX//6V8aOG8emTZt8xxLP3n33XZYt/5IT2hUTjNFPcSlBR1lZGc8++yxlZWWkxHBhIiUIw/KKmT9/AYsWLfIdx7sYfUmLiIhIDMp1zv2fc+4e59x9Oy++Q8mP27RpE1dccQWTJ0+msnFHCrseSzilke9YDVsggfL2/SntcBifL13GBRdcyLvvvus7lXjinOOpJ5+gZZqjX4ty33GklgxsXUajZHjqySd9R/FOhQkRERGJFnPM7Fe+Q8hPFw6HefHFFzn33PNYvOQzStsfQlmHQyEh0Xe0qFGV05HCbsdTRDLjx4/ntttuo6CgwHcsqWdz585l5VerGJZXTEAjn2JGKAEG5xaz6OOP+eyzz3zH8UqFCREREYkW/YEFZvaFmS02s0/MbLHvULJ7a9euZdy4y7n//vspDjWicJ8TqGrSyXesqOSSMynqMozy1j2Z/fY7nHPuubz55ps4F7tt7vLfpk79KzkpcHBzdUvEmsNblZGWCH+bOtV3FK+CvgOIiIiI/ETH+A4gP66kpISpU6fyzDN/p5oApe361xQkNMHlLxMIUNGqO1WN2hJe9T533HEHr776GmPGjKZDhw6+00kdWr16NYsXf8L/dYzduSXiWUoQDm9Zymtz5rB161ZycnJ8R/JCL20RERGJCs651UAbYEBkuwT9LdNgOOd44403OOvsc5gyZQqlmW0o3OdEqpruraJELQqnNKK4yxDK8vqwaMmnDB8+nN/97nfs2LHDdzSpIzNmzCBgaG6JGHZoyzLC4TBvvvmm7yje6Je5iIiIRAUzuwW4Frg+cigRmOIvkez0ySefcNmoUdx5551sLTdKugylrOPhuFCq72ixyQJUNu9G4T4nU960My+8+CJnnHEm//znP6moqPCdTmqRc45/vfkG+zWuIDtJQ3diVcu0MHtlVfOvN9/wHcUbDeUQERGRaHEi0ANYCOCcW29mGX4jxbeVK1fy6KOP8u9//xtCqRq2Uc9cYjLlbftS2bQL1V9/yB/+8AemTfsHF100nIEDB5KQkOA7ovxC69atY/OWrQztrIJTrNu/cTnPrljJ9u3bycrK8h2n3qljQkRERKJFhauZ7c8BmFma5zxx65tvvuHOO+/kwuHD+WDeQspb96Jw35M1bMOTcGpjSvY+mpK9j2ZjcRV33nknw4dfxJw5czRBZpT76KOPAOjaqNJzEqlr3RrX/IwXLVrkOYkf6pgQERGRaDHNzB4Gss3sYuBC4FHPmeLK1q1bmTJlCtOnTyfsoKL5vpS3/BUEk31HEzOqs1pTlNmKYP5XrNrwETfccAPduu3DxRdfRI8ePXwnlD2watUqUoJGi5Sw7yhSx9plVAE1k53GIxUmREREJCo45+41s6OAHUBn4GbnXPzOFFaPduzYwTPPPMM//vlPKisrqWiyNxWtuuNCalppcMyoyulAYaN2JG5ZxmcrPubXv/41PXv1YsTFF9OlSxffCeVn2Lp1K42Sw2pEigOJAchIMrZs2eI7ihcqTIiIiEhUMLP2wLs7ixFmlmJm7Zxzq/wmi11lZWX885//5K9Tp1JaUkJl446Ut+6BS870HU1+TCBAZbMuVDbZi8RNS/lo8WJGjhxJ//79ufjii2nbtq3vhPITFBQUkBGs8h1D6klmYpiCggLfMbzwUpgws1VAIVANVDnneptZY+DvQDtgFXCacy4+fyoiIiKyO/8A+u6yXx05doCfOLGrqqqKGTNm8NjjT7CtIJ+q7DzK2/cinNrId7Ral7TmAxJKtgKQsvRVwqmNKc/r4zlVLQoEqWyxL5VNOxPa+Cnvf/Ahc+bMYciQIZx//vk0adLEd0L5ASkpKewIa1rAeFEeNlJSUnzH8MJnx8QRzrld+1SuA2Y6535jZtdF9q/1E00kNkydu8Z3BBGR2hR0zn07Nb1zrsLMQj4DxRrnHO+//z5/fvhh1n79NeGMZpR1GUJ1Rgvf0epMoCQfq66ZdC5Y+A0x+910QiIVrbrXFCg2fMzLr77K62+8wf+ddhpnnnkmqala2rUhysrK4ssqra4SLworLC5X5ICGtSrH8cDkyPZk4ASPWURERKTh2Wxmx+3cMbPjgfgcjFsHVq1axZVXXslNN93E11sKKd1rIMWdh8Z0USIeucQUyvP6ULTPSZSkt2HKlCmcedZZvP7664TDmmCxoWnevDn5pVBapUkmYt2WsgDlVY4WLeLzPddXYcIBb5jZAjMbETnW3Dm3ASBy3cxTNhEREWmYRgI3mNkaM/uams7KSzxninqFhYX8/ve/58ILL+SjxZ9SlteHon1OoKpRWy39GcNcciZlHQ+juOux5Fcmctddd3HpZZexdOlS39FkFz169CDsYOk2TQ0Y6z7LTwSI2xV0fL3C+znn1ptZM+BNM/vJ74CRQsYIgLy8vLrKJyIiIg2Mc24F0MfM0gFzzhX6zhTNnHPMnj2b3z3wIDu2b6OiaRcqWvfEJWrpz3gSTm9KcZehBLd+ybKVCxg5ciTHHXccl1xyCWlpWnXFt3322YekUCKLtoTo0aTSdxypQx9vTaRRdhbt27f3HcULL4UJ59z6yPUmM3seOBDYaGYtnXMbzKwlsOl77vsI8AhA7969XX1lFhEREb/MLAk4mZqJsoMW+TbfOTfBY6yotGnTJiZNmsQHH3xAOL0ppd2OJ5yW4zuW+GJGVZNO7GjUlqR1HzH9pZd47/33ufKKK+jXr5/vdHEtFApxxICBzH5zBqd2LCE9UR9/YtGWsgALtiRxyqlHY3HaqVbvQznMLM3MMnZuA4OAJcB04LzIaecBL9Z3NhEREWnQXqRmTqoqoHiXi/xEzjlefPFFzjn3XObOW0BZmwMp7jJURQmpkRCiPO8girsMY2up48Ybb+TWW29l27ZtvpPFtdNOO43yapi1Tt1MseqNr5PBApx88sm+o3jjo2OiOfB8pBIUBKY652aY2TxgmpkNB9YAp3rIJiIiIg1XrnNusO8Q0Wrz5s3cfc89zJ83j+rMVpTu3Q+XlOE7ljRA4fSmFHU9jtA3i3n7nXf5aNEirr3mGvr27fvjd5Za16FDBw466EBeXfghh7YsIztJXROx5JuSADPXpTBw4ECaN2/uO4439d4x4Zxb6ZzbP3LZxzl3R+T4VufcQOdcp8h1fn1nExERkQZtjpn9yneIaDRz5kzOP/8CFixcRFnbgynZ+2gVJeSHBQJUtOpOUddj2VYR4IYbbuC3v/0tJSUlvpPFpTFjxlJJkCnLNe9HLHEOnvoig8SkFEaOHOk7jlcNablQERERkR/SH1hgZl+Y2WIz+8TMFvsO1ZAVFRUxceJEJk6cSKGlUtjtOCqbddVqG/KThVMbU9T1WMpb7scrr77KBRdeyKeffuo7VtzJzc3lnHPO5cNNSczbFPIdR2rJW+uT+KwgyCUjR5KTE99D6rTujIiIiESLY3wHiCaLFy9m4u23s3nzZspb96Si5X5g+k5K9kAggYrc3lRn5bJx1buMGTOG8847j7POOotgUB8n6ssZZ5zBnDnv8+jSZbRKK6B1WrXvSLUuL72K1YUJALTNqCYvvcpzorqzYnuQvyxPp3evnhx77LG+43in304iIiISFZxzq4Fs4NjIJTtyTHZRVVXF448/zrhx49i8o4ziLkOpaNVdRQn5xaozWlDY9XjKG7XnySefZOzYcWzYsMF3rLiRmJjIhAkTSU7L4IElWRRXxl7n09l7l9A2o5q2GdXc0HMHZ+8dm0OHtpUbD36aRdOmzbj5llsJBPT+rP8CIiIiEhXMbBzwV6BZ5DLFzMb4TdWwrF27llGjRvOXv/yFipy9KOx2POH0Zr5jSSwJhijrcBilHQ7j82XLueDCC3njjTdwThMy1odmzZoxYeLtbC5LYNInmZTHXtNEzCuqNH67OJsSF2LiHXeSmZnpO1KDoMKEiIiIRIvhwEHOuZudczcDfYCLPWdqEJxzvPbaawwffhHLVnxFaccjKGt/CCQk+o4mMaoqpyOF3Y6nJJjJnXfeyYQJEyksLPQdKy7st99+jB9/Myu2J/K7TzKpUHEiapRWGfd+nMU3pYnccced7LXXXr4jNRgaFCYi8hNMnbtmj+535kF5tZxEJK4ZsOuf4NWRY3GtsLCQ++67j7feeovqjBaUtj8Ul5TuO5bEAZeUQXHnYwhtWMzst2az5NMl3HLzzey7776+o8W8ww8/nPLycu666y4eXJLJmH13kJTgO5X8kOJKY9InmawuTmTChAn07t3bd6QGRR0TIiIiEi2eBOaa2a1mdivwAfC430h+LVmyhAuHD+ett9+mvHUvSjoPVlFC6pfVLCta3GUom3eUMXbsWJ5++mmqq/U1fl07+uijueqqq1iSH+LuRdkUxuCcE7EivzzAHR9l81VhEuPH30y/fv18R2pwVJgQERGRqOCcmwRcAOQDBcAFzrnf+U3lh3OOv/3tb4wdO3aXCS731wSX4k04vRmFXY+jPLsdTzzxBFdceSX5+fm+Y8W8YcOGcduECawuSeL2hY3YUqr3gIZmXXECExc2Ir86lbvvuYfDDz/cd6QGSa9cERERiQpm1gdY7px70Dn3APClmR3kO1d9Kyoq4qabbuLhhx+mPCuPwm7HaYJLaRh2TozZ/hAWL17C8IsuZsmSJb5TxbxDDjmE++6bRCFp3LqwEZ8XaLR+Q/HRlkQmLMwmnJTFAw/+nl69evmO1GCpMCEiIiLR4iGgaJf94sixuLFmzRouHnEJ78+ZQ1mbAynreAQkhHzHEvkPM6qadKKo61AKSioZO3Yc06dP950q5u2333786aE/k90sl7sXZTHj62S0UIo/YQfPrUzh/sWZtGm3F39++BE6derkO1aDpsKEiIiIRAtzu6xJ6JwLE0cTeS9fvpxRo8fwzZZ8SjofQ2WLfcE0plwapnBqDoVdj6UioyWTJk3i6aef1pKidSwvL4+H/vwwffv2Y+ryNB76LJ3SKr1H1LfCCuP+xRm8sCqVQYMG8fs//JHmzZv7jtXgqTAhIiIi0WKlmY01s8TIZRyw0neo+rB48WLGjh1HYXk1hZ2HUJ3Rwnek2FFdQXJyMqeccgrJyclQXeE7UewIJlHa6UgqczryxBNP8NBDD6k4UcfS0tKYMHEiF110ER9uTuGm+Y1Yvj1u6rfeLclP5Mb5jflsewpjx47l+uuvJykpyXesqKDChIiIiESLkUBfYB2wFjgIGOE1UT1Yt24d11x7LaWEKOo8BJec5TtSTLGqCoYNG8bo0aMZOnQoVqXCRK2yAGXtD6WiWVemTZvGM8884ztRzAsEApx99tk8+OCDJGQ0546FWbzwVQph1YTqTFUYnvkylXsWZZLVNJc/PfRnTjrpJExdbT+ZymciIiISFZxzm4DTv+92M7veOXdXPUaqc5WVldx6222UV4Yp6jZIS4HWARcM8fLLL+Oc45VXXsEFU31Hij1mlOf1wSpLefTRx+jevTtdu3b1nSrm7bvvvjz2+BNMmjSJ52bN4uP8JC7qUkjrNC3lWptWFSbw6OeZfF0U4LjjjuOyyy6r6b6Sn0UdEyIiIhIrTvUdoLZNmTKF5cuWUdK2n4oSdSUhRFlZGc8++yxlZWWaTLSumFHWrh/hxBRuve02qqqqfCeKC+np6YwfP57x48ezqTqTm+dl88rqZKrDvpNFv8ow/HNlCrfOz6YksTF33nknV1xxhYoSe0gdEyIidWjq3DU/+z5nHpRXB0lE4sL/9Mya2RPAMGCTc27fyLHGwN+BdsAq4DTnXIHV9Nw+AAwBSoDznXML6yf6/3LO8eprM6jKyqWqcTtfMURqTzCJ0twD2LhiNp988gk9evTwnSgumBkDBw6kR48e3D9pEn9/7z3mbU5meJdC2qSre2JPrNge5PEvMlhbFODoo49m9OjRZGRk+I4V1dQxISIiIrFidyOonwIGf+fYdcBM51wnYGZkH+AYoFPkMgLPS5GuWbOGzZs2UpWtYqXEjqqsXAgEmDt3ru8ocadx48ZMmDiRm2++ma1kc/O8bP6xIoUK1SZ+stIq4+llqUxYkEVpKIe77rqL66+/XkWJWqCOCREREYkV/9Mx4Zx7x8zafefw8cDhke3JwFvAtZHjT0eWJP3AzLLNrKVzbkNdBf4hq1evBqA6tbGPpxepGwmJuKRMVq1a5TtJXDIzBgwYQK9evXjooYd4acYM5m5O4fy9C9m3caXveA3ags2JPL08k23lcMKJJ3LRRReRlpbmO1bMUMeEiIiIxIp//MTzmu8sNkSum0WOtwa+3uW8tZFjXnTo0AGAhNICXxFEal+4CivbQceOHX0niWtZWVlcd911TJo0icTsVtyzKJM/f5rO9gqtIvFdW8oC/G5xBg98kkmjFu344x//xLhx41SUqGUqTIiIiEhUMLO9zWymmS2J7O9nZjftvN05d+cvfYrdHNvtAntmNsLM5pvZ/M2bN//Cp9291q1bk5aeQcK2r3/8ZJEokbB9PbiwVuVoIHr27MkTTz7Fueeey4dbUrl2bmNmrUvS0qLULAH6yupkrp/biE8L07nkkkt45LHH6Natm+9oMUmFCREREYkWjwLXA5UAzrnF/MDyoT9go5m1BIhcb4ocXwu02eW8XGD97h7AOfeIc663c65306ZN9yDCjzMzTjv1FBK3rSG4dUWdPIdIfbLKUtLWzCG3TRsOOOAA33EkIikpiQsvvJDHn3iCzvt056kv0pmwIJvVhQm+o3mzfHuQW+Y34u8r0uh14MFMnvw0Z5xxBsGgZkKoKypMiIiISLRIdc59+J1je7Lm4HTgvMj2ecCLuxw/12r0Abb7ml9ip7POOot99tmX1DX/JqAhHRLNwtUkf/UugXAFt9x8M0lJSb4TyXe0bduWSfffz4033ki+NeKW+dlMXZ5KWRyt7FpcaTy5NI2JC7IoS27KxIkTufOuu2jRooXvaDFPhQkRERGJFlvMrCOR4RVmdgrwg4UDM/sb8G+gs5mtNbPhwG+Ao8xsOXBUZB/gVWAl8CU13RmX1cm/4mcIBoOMH38TGWmppC99lYTta31HEvnZrLKMtGWvE9y+ljGjR9OpUyffkeR7mBlHHXUUf5nyV4YMHcaMr1O4fl4OCzYn+o5Wp5yDOd+EuPbDxrz9TSqnnXYak5/+C4cccojvaHFDvSgiIiISLUYBjwBdzGwd8BVw9g/dwTl3xvfcNHA357rIczQoLVq04JGH/8x119/AquVvUpZ7IJXNu4Fpkjpp+AIlBaSt+BfBqjKuu+kmjjzySN+R5CfIyMjgqquuYvDgwdx372954JPV9G5awbl7F5GdFFsTUGwuDfDkF+ksyU+kS5fOXHnlVSqeeeCtMGFmCcB8YJ1zbpiZtQeeARoDC4FznHMVvvKJNCRT567xHUFExDvn3ErgSDNLAwLOuULfmepLixYt+NMf/8Add9zB+++/T+KOtZTm9cElZ/mOJrJ74SpCGz4h6ZvFZGdlctedD2rCyyi077778uhjjzNt2jSeevJJrvswxBkdizi0ZXnU10bDDt5Ym8yzK9MIJCYxduwlHH/88SQkxO/cGj75HMoxDvh8l/27gfudc52AAmC4l1QiIiLSIJnZODPLBEqA+81soZkN8p2rvqSmpjJx4kTGjBlDekUB6Z++QGjdQgjH0QBwiQoJ29eR8dkLJK3/iMMPPYTHH3tMRYkoFgwGOfPMM3niySfp1HU/Hl+azt2LsthcGr2zAqwrTmDiwmymLk+je+8DeWry05x00kkqSnjk5dVkZrnAUOCxyL4BA4B/Rk6ZDJzgI5uIiIg0WBc653YAg4BmwAX8Z36IuBAIBDj55JOZMuUvDDzicJLWLyLj0xcIbvkSXNh3PIlzgZKtJC+fSeqy12nZKIN7772XW2+9lZycHN/RpBbk5uZy/+9+x5VXXsmqsnRunNeIt9cn4aJoZEfYwYw1ydw8L5vN4SxuuukmfvObu2nevLnvaHHP11CO3wHXABmR/Rxgm3NuZ8l/LdDaRzARERFpsHY2Dg8BnnTOfRz5ciPu5OTkMH78eIYOHcqDv/8Dq756BzYsorTFflTl7AWB6P0mU6JPoHgLSRsWESxYQ0pKKmdceCGnn346oVDIdzSpZYFAgGOPPZYDDzyQ39x1J48v+pgFW0Jc2Lnhzz2xpTTAo0sz+LwgSN+DD+aqq6+mcePGvmNJRL0XJsxsGLDJObfAzA7feXg3p+72lW1mI4ARAHl5eXWSUURERBqkBWb2BtAeuN7MMoC4bhPo2bMnTzz+GHPmzOHJpyaz4sv34JuPKWv+Kyqb7AUBzXP+Y8KpjXElWwGoTs0hnKoPKj+JcwSKN5O04WOC274mNS2N084/n5NPPpmMjIwfv79EtebNm3PfpPt59tlneeSRh7lxXogRXXewf06l72i7NXdjiCeWZUBCEtdcM45jjjmGOK1rN1g+flv1A44zsyFAMpBJTQdFtpkFI10TucD63d3ZOfcINTNy07t374ZdlhMREZHaNBzoDqx0zpWYWQ41wzniWiAQoH///vTr148PPviAJ596imVfzCFl/ULKcjpR2awLLkkfFL9PeV4fAiX5AJR2GeI5TRQIVxHM/4qkTZ8TKN5CWnoGpw8fzoknnkh6errvdFKPAoEAp556KgcccAATbr2V+z5exbFtSzipfSkJDaRpqzIMU5enMXNdMt26dmH8zbfQsmVL37FkN+q9MOGcux64HiDSMXGVc+4sM/sHcAo1K3OcB7xY39lERESk4XLOhSPzVJ0Z+abrbefcS55jNRhmxsEHH0yfPn1YtGgRzz//PO+99x5JG5dQldWGimZdqc5spWVGZY9YeRGJm5aSvHUZrrKMNnl5nDLi1xx11FGkpqb6jicetWvXjocefpgHH3yQl155hWXbQ4zaZ4f3oR2bSwP84dNMvtqRwGmnncaIESMIBtVF1lA1pJ/MtcAzZnY78BHwuOc8IiIi0oCY2W+AA4C/Rg6NNbO+kS89JMLM6NGjBz169GDTpk1Mnz6dF6e/ROGy1yEli/LGe1HZZC9cKM13VGnowtUEt60hcctygjvWYUD//v056aST6N69u1rh5VtJSUlcffXV7L///tx3373cuiDIr3+1jbYZ1V7yfLEtyANLsiAxldtvv4H+/ft7ySE/ndfChHPuLeCtyPZK4ECfeURERKRBGwJ0d65m+Qkzm0zNlxkqTHyPZs2acdFFF3Huuefy1ltv8dLLL/PJ4gUkrV9IVWZrKpvsRVV2WwhoiTz5j0DxVhK3LCepYCWusozGOTkMOessjj32WK1eID9o0KBBdOjQgeuvu5bbPzIu7bqdnk3rd96J9zeEePyLDFq0bMVv7r6H3Nzcen1+2TMNqWNCRERE5MdkA/mR7SyfQaJJKBRi0KBBDBo0iHXr1jFjxgxefW0GW1e8hSUmU96oPZU5HQmnNdVQjzhlFSU1c0fkf4kVbyUYTOSQQ/pzzDHH0KtXLxISVLySn2avvfbizw8/wg03XM8DnyzjrE7FDGpTVufP6xy8uCqF575KpUf37tw2YQKZmZl1/rxSO1SYEBERkWhxF/CRmc2mZkWvQ1G3xM/WunVrhg8fzvnnn89HH33Eq6++yjvvvEvVps8hOZPyRu2pyulIOCXbd1Spa1UVBAtWEcpfSULhBnCOTnvvzdAh5zBw4ECtriF7LCcnhwceeJCJEycw5f05VIRhWNu6K044B9NWpPLKmhSOPvporr76as0nEWX00xIREZGo4Jz7m5m9Rc08EwZc65z7xm+q6JWQkEDv3r3p3bs3xcXFvPvuu7z5r3+xcMEC3IaPcWk5lDfqQFXj9rgkrbYQM8JVBLetJZi/gtD2tbhwNS1atuToE89lwIABtG3b1ndCiRHJycncdtsE7rzzTqbNmkVFtXFi+9Jab8oKO5iyPJV/rU3h+OOPZ9y4cQQCDWRZEPnJVJgQERGRqGBmJwKznHPTI/vZZnaCc+4Fz9GiXlpaGoMHD2bw4MFs3bqVt956izfefJMvls6DtfMIZzSnolF7qhq1w4W0AkPUCVeTsGMdiflfEdr+Na6qgqzsbI488QSOPPJIunTpookspU4Eg0FuvPFGkpKSeOG11wgluFrvnJi2oqYocdppp3HppZfqtRylVJgQERGRaHGLc+75nTvOuW1mdgugwkQtysnJ4eSTT+bkk09m7dq1zJ49m5kzZ7Fq1Qew5gOqM1pS2bg9VY3a4hJTfMeV7xMOk1C4vqYYsW0NrqqctLR0Dht0JAMGDKB79+5qdZd6kZCQwNVXX015eTnTZs0iK+Q4pGV5rTz2jDXJvLomhRNOOEFFiSindyMRERGJFrvrzdXfMnUoNzeXc845h3POOYfVq1cza9YsZs6axdrVc2DNvyNFig5UNmoLwSTfccWFSSj8pmYSy22rcZVlpKSkcsiAwxgwYAC9evUiMTHRd0qJQ4FAgOuuu45t2wp4/KOPaJQUZt/Gv2y1jg83hZj6ZRqHHnoIY8aMUVEiyumXuYiIiESL+WY2Cfgj4IAxwAK/keJH27ZtueCCCzj//PNZuXIls2fP5l8zZ/LNqvdIXjOHqoxWNZ0U2W0hGPIdN344R0LRxv8UIypKSEpKpt8hfRkwYAAHHHAASUkqGol/oVCIiRNvZ/Soy/jTZ6uZ0LuAJsnhPXqsdcUJPLo0k326deXGG2/SqjExQIUJERERiRZjgPHA36mZ/PINYJTXRHHIzOjYsSMdO3Zk+PDhLFu2rGa4x6xZbP7qXSwwh4rM1lQ17kBVdhtI0Df0tc45AsVbSMxfSWjbKigvJjEUou/BB3PEEUfQp08fkpOTfacU+R9paWlMmHg7l4y4mD9+msmNPbYR/JnzVJZVwe+XZJGSms6tt92mwluMUGFCREREooJzrhi4zncO+Q8zo3PnznTu3JlLLrmEz8Xls6cAACAASURBVD77LFKkmE3ByrewhEQqsvKozOlAdWZr0Ez5v0igdBvB/JUk5a+Esh0kBIP0OeggBgwYwMEHH0xqqiYmlYavTZs2XHPtddx6660891Uqp3Us+Vn3/9uXaWwoMe6991aaNm1aRymlvqkwISIiIlHBzGZTM4TjvzjnBniII99hZuyzzz7ss88+XHbZZSxevJiZM2cya9ZsipevwBKTKc9uR1VOR6rTm1HrawbGKKso/rYYYcVbMTN69OjJUUcdySGHHEJ6upZylehz+OGHM3jwYF59fQYHNiunXUb1t7flpVd97/0+Kwgye30y//d//0evXr3qI6rUExUmREREJFpctct2MnAy8P1/wYo3gUCA7t270717d8aOHcu8efN48803ee/996ncvBSSMyhv3JHKJp1wSRm+4zY84SqCBasJbVlOwo71AOzduTNHHXk6AwYMICcnx3NAkV9u1KhRfDj3Ax5fGubWXgUkRBqqzt579x0UFdXwxBeZtG7VkgsuuKAek0p9UGFCREREooJz7rsTXb5vZm97CSM/WWJiIn379qVv376UlJTw3nvvMWPG6yz8aCFJ6xdRndmSipxOVDVqBwlx/KepcwSKN5O4ZTlJBV/hqipo1qw5x5x4HkcddRS5ubm+E4rUqoyMDMaMHcdtt93Ge98kcVirH15C9M21yWwqMSbdfrXmUIlBcfzuLyIiItHEzBrvshsAegEtPMWRPZCamsqgQYMYNGgQGzdu5PXXX+eVV19l41fvYF9/QHmjdlQ27Uo4LY46AqrKSdyyjKQty7HSbSSGQhx+xGEMGTKE/fffn4Dm5ZAYdvjhhzPt78/w3KovOLh5OaHvWVyjqNJ4aU0affocRM+ePes3pNQLFSZEREQkWiygZo4Jo2YIx1fAcK+JZI81b96cc889l7PPPpuPP/6Y1157jdlvvUXl5mWEM5pR3rRrTRdFIDaXAQwUbyVx0+ck5a/Ehavo2q0bQ4dcxBFHHEFaWprveCL1wsy4ZOSlXH755cxal8zgvLLdnjdjTTKlVTBixCX1nFDqiwoTIiIxYurcNXt0vzMPyqvlJCJ1wznX3ncGqX2BQIAePXrQo0cPxowZw4wZM3ju+efZsPJtLDSPsiZ7U9m0My4UAx/Ww9UEC1aRtPlzAoWbCIWSOHroMZxwwgl07NjRdzoRL7p3785++/2KN5Yv5qjcsm/nmtipvBpmbUilX79+dOjQwU9IqXMqTIiIiEiDZmYn/dDtzrnn6iuL1K2MjAxOPfVUTj75ZObNm8fzzz/P3LlzSfpmMRWN96Ki5X645EzfMX++cBWJm5eRvHEJlBfRslUrTjp3FIMHDyYjQ5N/ipx66mmMH/8JC7eEOKBZxX/dNuebJIoqas6R2KXChIiIiDR0x/7AbQ5QYSLGBAIBDjroIA466CDWr1/PtGnTePnlVwhtXU5lo/ZUtNqfcEoj3zF/XHUloU2fk7zpU1xFKfvsuy/nnH02Bx54oOaOENlF3759ada0CW9vqPyfwsTbG1Lo0L49++23n6d0Uh9UmBARaWD2dEiGSKxyzmlduDjWqlUrLr/8cs455xymTZvGCy+8SPmSlVQ2akd5bi9ccpbviP8rXEVo46ckb1yCqyynZ+/enHvOOey///6+k4k0SAkJCRx51CCe+dtUdlQYmSEHwDclAVbuSGDkmUdjZp5TSl1SYUJERESigpldsZvD24EFzrlF9Z1H6ldOTg6XXnopZ555Js8++yx/nzaNxE+fp6JpV8pbdYdgku+I4BzB/K9IWb8Aygo5qE8fzj//fLp06eI7mUiDN3DgQKZOncr8zSEGtK5ZOvTDTTX/Xw8YMMBnNKkHKkyIiIhItOgdubwU2R8KzANGmtk/nHP3eEsm9SYrK4sLL7yQ448/nieeeIJXXn2VpPwVlLbsTmWzLmB+hkgEireQ8vVcAoUbad+hA2NG36ZlDUV+hg4dOtCiWVMWb634tjDx8dYQnffuRLNmzTynk7qmwW0iIiISLXKAns65K51zV1JTpGgKHAqc7zOY1L+cnByuvvpqHn3kEfbfpwvJaz4g7YvXsLId9RskXE1o7QLSPn+JRgnlXHXVVTz26KMqSoj8TGZG7wMP4vPtIarDUFplrNgRpPcBB/qOJvVAhQkRERGJFnnArrOiVQJtnXOlQLmfSOJbp06duP/++7nhhhtIqy4k47MXSdy0FJyr8+cOlBSQvvRlkjZ8zOCjj+avU6YwbNgwEhIS6vy5RWJRz549Ka2E1UUJLN8eJOxQkS9OaCiHiIiIRIupwAdm9mJk/1jgb2aWBnzmL5b4ZmYMGjSI7t2785vf/IaFC+cQ3L6W0g6HQUJinTxncPMyUtb8m8z0dK65/Xb69+9fJ88jEk+6du0KwKrCIEWVNd+ha46W+FDvHRNmlmxmH5rZx2b2qZndFjne3szmmtlyM/u7mYXqO5uIiIg0XM65icDFwDZqJr0c6Zyb4Jwrds6dZWZRsH6k1KVmzZpx7733MmrUKBK3f036F69iFcW1+yTOEfp6Pimr3qNn9+5MnvyUihIitaRFixZkZqTz1Y4gX+0Iktu6FWlpab5jST3wMZSjHBjgnNsf6A4MNrM+wN3A/c65TkABMNxDNhEREWnAnHMLnHMPOOd+55yb/52bZ3oJJQ1KIBDg1FNP5a677iK5upj0pS8TKMmvnQcPV5O8YjZJ3yxm2LBh3HPP3TRqpHqYSG0xM9p36MD6kiDrSxPp0HEv35GkntR7YcLVKIrsJkYuDhgA/DNyfDJwQn1nExERkaimRe7lW3369OFPf/wjjdOTSV/+Ola2/Zc9oAuTvPIdEgtWMXLkSK688kqCQY2KFqltublt2FAaZFOJkZub6zuO1BMvk1+aWYKZLQI2AW8CK4BtzrmqyClrgdY+somIiEjUqvvZDiWqdOzYkfsnTSI9KZH05W9gFSV79kDOkbT63yQWfMXIkSM5/fTTMVMdTKQutG7dmqIKqHbQqlUr33GknngpTDjnqp1z3YFc4ECg6+5O2919zWyEmc03s/mbN2+uy5giIiIiEuXatm3Lb397D0lUkvblvyBc/bMfI3Hjp4Q2f8EZZ5zB6aefXgcpRWSnpk2b7nZbYpvX5UKdc9uAt4A+QLaZ7eyHywXWf899HnHO9XbO9dYLVURERHahr7Blt7p06cL4m27CireQtG7Bz7pvoHgryevm069fP0aMGFFHCUVkpyZNmux2W2Kbj1U5mppZdmQ7BTgS+ByYDZwSOe084MXdP4KIiIjEMzNrZmZ5Oy+73DTQWyhp8Pr3789xxx1H6JslJOzY7fdf/ytcRdpXb9MouxHXXHONhm+I1IOsrKxvt7Ozsz0mkfrko2OiJTDbzBYD84A3nXMvA9cCV5jZl0AO8LiHbCIiItJAmdlxZrYc+Ap4G1gFvLbzdudcLS29ILHqsssuo2WrVqSs+QBc+EfPD33zKZRu44brr/uvD0siUncyMjK+3U5PT/eYROqTj1U5Fjvnejjn9nPO7eucmxA5vtI5d6Bzbi/n3KnOufL6ziYiIiIN2kRqhn8uc861p6ZD4n2/kSSaJCcnc9mll2Kl20jcvOwHz7XKUpI3fkLfvn054IAD6imhiOxamEhKSvKYROqT1zkmRERERH6GSufcViBgZgHn3Gygu+9QEl369+/Pr/bbj+QNi76dCDOc2phwauP/Oi+04RMsXMXIkSN9xBSJWypGxCcVJkRERCRabDOzdOAd4K9m9gBQ9SP3EfkvZsY5Z58NFSUE81cCUJ7Xh/K8Pv85qbqSpK3LOOyww8jLy/ueRxKRuqC5XOJT8MdPERGRWDZ17po9ut+ZB+mPdal3xwNlwK+Bs4AsYMKePpiZrQIKgWqgyjnX28waA38H2lEzh8VpzrmCX5RaGpwDDjiANnltWbPpM4qadPqf2xO3LMdVVXDqqad6SCciEn/UMSEiIiJRwTlX7JyrBlKBl4ApgPuFD3uEc667c653ZP86YKZzrhMwM7IvMcbMOPGE47HirQRK/7fuFMpfQYeOHenWrZuHdCIi8UeFCREREYkKZnaJmW0EFgPzgQWR69p0PDA5sj0ZOKGWH18aiMMOOwwzI7h15X8dt7IdBIo2M+ioozwlExGJPypMiIiISLS4CtjHOdfOOdfBOdfeOdfhFzyeA94wswVmNiJyrLlzbgNA5LrZL8wsDVROTg77778/oe1f/9fx4Laa4W2HHXaYj1giInFJhQkRERGJFiuAklp8vH7OuZ7AMcAoMzv0p97RzEaY2Xwzm7958+ZajCT16cADD8RK8rHK/7ysgjvW0To3l5YtW3pMJiISX1SYEBERkWhxPTDHzB42swd3Xvb0wZxz6yPXm4DngQOBjWbWEiByvel77vuIc663c65306ZN9zSCeNa7d83UIgk7NtQcCIdJLNrIgQcc4DGViEj8UWFCREREosXDwCzgA2rml9h5+dnMLM3MMnZuA4OAJcB04LzIaecBL/7CzNKAdezYkVAoiYSimq6XQFkBrrqKfffd13MyEZH4ouVCRUREJFpUOeeuqKXHag48b2ZQ8/fQVOfcDDObB0wzs+HAGkDrRcawhIQE9t67E4tXbaIcSCjeAkDnzp39BhMRiTMqTIiIiEi0mB2ZpPIloHznQedc/s99IOfcSmD/3RzfCgz8JSEluuy99958+vkX4ByBkgKSkpNp3bq171giInFFhQkRERGJFmdGrq/f5ZgDfsnKHBLn2rRpg6uuxCpLCJRtIy8vj0gnjYiI1BMVJkRERCQqOOfa+84gsadNmzYABMp2kFhRSNu8bp4TiYjEH01+KSIiIlHBzE7dZcLKm8zsOTPr4TuXRLcWLVoAECgvxJUXfbsvIiL1R4UJERERiRbjnXOFZtYfOBqYDPzZcyaJcs2aNQMgULQJnFNhQkTEAxUmREREJFpUR66HAg85514EQh7zSAwIhUJkZGZ9uyJHkyZNPCcSEYk/KkyIiIhItFhnZg8DpwGvmlkS+ltGakFOTg4JpfnfbouISP3SL3MRERGJFqcBrwODnXPbgMbA1X4jSSxoktP42+3s7GyPSURE4pMKEyIiIhIVnHMlzrnngO1mlgckAks9x5IYkJWVtdttERGpHypMiIiISFQws+PMbDnwFfB25Po1v6kkFuwsRiQlJxMKadoSEZH6psKEiIiIRIuJQB9gmXOuPXAk8L7fSBILMjIyAEhLS/ecREQkPqkwISIiItGi0jm3FQiYWcA5Nxvo7juURL/09JqCRCBgnpOIiMSnoO8AIiIiIj/RNjNLB94B/mpmm4Aqz5kkBnxbmDAVJkREfFDHhIiIiESL44FS4NfADGAFcKzXRBITUlJSADAVJkREvKj3jgkzawM8DbQAwsAjzrkHzKwx8HegHbAKOM05V1Df+URERKRhcs4V77I72VsQiTk7CxMiIuKHj46JKuBK51xXaiawGmVm3YDrgJnOuU7AzMi+iIiIxDkzKzSzHZHrnds793f4zifRLzk52XcEEZG4Vu8dE865DcCGyHahmX0OtKamPfPwyGmTgbeAa+s7n4iIiDQszrkM3xkktiUlJfmOICIS17xOfmlm7YAewFygeaRogXNug5k18xhNREREGggzSwZGAnsBi4EnnHOa9FJqTSgU8h1BRCSueStMRGbVfha43Dm346dONmRmI4ARAHl5eXUXUKQOTJ27xncEkVqzp6/nMw/Se7f8bJOBSuBdYAiwDzDOayKJKcGgFqoTEfHJy7uwmSVSU5T4q3PuucjhjWbWMtIt0RLYtLv7OuceAR4B6N27t6uXwCIiIuJTN+fcrwDM7HHgQ895JMbsLEw4pz8tRUR8qPfJL62mNeJx4HPn3KRdbpoOnBfZPg94sb6ziYiISINUuXNDQzikLuzs3NVyoSIifvjomOgHnAN8YmaLIsduAH4DTDOz4cAa4FQP2UREpIHak6EjGjYSM/bfZfUNA1Ii+wY451ymv2gSC3YWJNQxISLih49VOd6j5g+J3RlYn1lERESk4XPOJfjOIPFBHRMiIn7U+1AOEREREREREZGdVJgQEREREUFDOUREfFFhQkREREQEDeUQEfFFhQkREREREdQxISLiiwoTIiIiIiKoY0KkIQiHw74jiAc+lgsVEZE4tifLftb3c2mZUZH4srNTQh0TIv6VlZX5jiAeqGNCREREROJadXU1oI4JkYagtLT02+3KykqPSaQ+qTAhIiIiInGtoqLCdwQRiSguLt7ttsQ2DeUQERGpJRo6IhKdVJgQaTiKioq+3S4uLiY7O9tjGqkv6pgQERERkbhWUlLiO4KIROxamCgsLPSYROqTChMiIiIiEtd2FiY0+aWIf7sWI3YtUkhsU2FCREREROLazg9CKkuI+Ld9+/bdbktsU2FCREREROLazg8/6pgQ8U+FifikwoSIiIiIxLX8/Hzgv5cpFBE/tm3bRlqiYVazLfFBhQkRERERiWtbtmwBoLioiPLycs9pROLbtm3byEoKkxEyCgoKfMeReqLChIiIiIjEtU2bNn+7vXnz5h84U0TqWkFBARkJVWQmhjWUI46oMCEiIiIicW39hg2EQ2kAbNy40XMakfi2LX8rmaEwGcEqCgryfceReqLChIiIiIjErcrKSgryt1Kd2QqADRs2eE4kEt+2bd9ORsiREQpTkK/CRLwI+g4gIiLS0Eydu8Z3BBGpJxs3bsQ5R3V6cxK3fsk333zjO5JI3KqurqaoqJiMnDAQYMeOHb4jST1RYUJERERE4tbODolwciaWlKGOCRGPioqKCDtHRqIDwhQWFVNdXU1CQoLvaFLHNJRDREREROLWzjklwqF0KhPTVJgQ8aiwsBCAtGCYtKDDOUdJSYnnVFIfVJgQERERkbi1cxUOl5iKC6WxcZNW5RDxpbi4GICUoCMl6P7rmMQ2FSZEREREdmFmg83sCzP70syu851H6taWLVuwpFQIBAiHUikoyCccDvuOJRKXdnZHJKswEXdUmBARERGJMLME4I/AMUA34Awz6+Y3ldSlHTt24BKSAHDBJMLV1ZSWlnpOJRKfysvLAUgKQChQU5ioqKjwGUnqiZfChJk9YWabzGzJLscam9mbZrY8ct3IRzYRERGJawcCXzrnVjrnKoBngOM9Z5I6VFRURHUgVLOTUHOtb2hF/KisrAQgGHAEA/99TGKbr46Jp4DB3zl2HTDTOdcJmBnZFxEREalPrYGvd9lfGzkmMaq8vBwXqJnx3wWC3x4TkfpXXV0NQIJB0Go6JqqqqnxGknripTDhnHsHyP/O4eOByZHtycAJ9RpKREREBGw3x9z/nGQ2wszmm9n8nZMnSpQy49sfsXORQ7t7GYhIfdr5xqv/H+NDQ5pjorlzbgNA5LqZ5zwiIiISf9YCbXbZzwXWf/ck59wjzrnezrneTZs2rbdwUvsCgcC3BYmdH4X0QUjEL8duKsIS0xpSYeIn0TcUIiIiUofmAZ3MrL2ZhYDT/5+9O4+Pqjz7P/65shCSEAhLWGRRQBYR1+JSq9bW3Sq40YrWrbbWp/Wx1bZPtbW2Wm21T63apy61PxdEAQEFgigquOCKgiiCIiAgBlB2yJ5Zrt8fc6JRExBI5kxmvu/XK6+ZuefMme+Zycycuea+7wOUhpxJWlC7wkKy44mu4hZLjGUvLCwMM5JIxmrTJjHPSyQO0bh9oU3SWyoVJj41sx4Awem6xhbSLxQiIiLSUtw9ClwOPA28D0xw90XhppKWVFRURFYsMaeERROn7dq1CzOSSMb6vDBh1KkwkVFywg7QQClwIXBzcDo13DgiIiKSidz9SeDJsHNIcnTs2BEi1eCORaspKGxHTk4q7SKLZI78/HwAamNGbWIeTNq2bRtiIkmWUN51zWwccAzQxczKgD+SKEhMMLNLgFXAyDCyiXwdY+esCjuCiIiINIOSkhI8FoVYLVl1lXTtqmnORMJSP4yqKmpUR+0LbZLeQilMuPuoJq46NqlBRERERCSjdevWDYCs2kqyI1V07zYg5EQimat+GFVV1KiKJmYdUGEiM6TSHBMiIiIiIknVo0cPALJqy8mqLWePPfYIOZFI5ioqKgKgIpJFRcRom9eGvLy8kFNJMqgwISIiIiIZq3v37gBkVW3Ao3WfFSpEJPny8vJom9eG8ohRHjE6tG8fdiRJEhUmRERERCRjFRUVUVBQSM62T4DPCxUiEo7iDh0or8uiPJJFh+LisONIkqgwISIiIiIZrVv3bmRXJo5Ur8KESLiKO3UKekxk07FT57DjSJKoMCEiIiIiGW2PBsM3dFQOkXAVF3dkWzSHbZFsitVjImOoMCEiIiIiGa1z58Svsjm5ubTXmHaRUHXs2JFtdVlsq0OFiQwSyuFCRURERERSRZcuXQBo3749ZhZyGpHMVlxczOaaz89LZlCPCRERERHJaB06dAAgO0u7xiJhq389ggoTmUTvviIiIiKS0eqHb7Rp0ybkJCLSsDChoVWZQ0M5RERERCSjDR06lGHDhnHiiSeGHUUk4zUsRqgwkTlUmBARERGRjFZSUsLf//73sGOICFBUVNToeUlvKkx8ydg5q3bpduce1qeZk4iIiIiIiGSWdu3aNXpe0pvmmBAREREREZGUUFhY+Nn5goKCEJNIMqkwISIiIiIiIikhPz+/0fOS3lSYEBERERERkZTQtm3bz86bWYhJJJk0x4SIiIiIiIikhNzcXI466kjNL5FhVJgQERERERGRlGBm/PnPN4YdQ5JMhQlJG7t6RBUREREREREJj+aYEBEREREREZHQqDAhIiIiIiIiIqFRYUJEREREREREQqPChIiIiIiIiIiERoUJEREREREREQlNyhUmzOwkM/vAzJaZ2dVh5xERERERERGRlpNShws1s2zgTuB4oAx408xK3f29cJPJrtjVw3eee1ifZk4iIiIiIiIiqSrVekwcCixz9+XuXgeMB0aEnElEREREREREWkiqFSZ6Ah83uFwWtImIiIiIiIhIGkqpoRyANdLmX1jA7FLg0uBihZl90MwZugAbdvZG5zVziGa0S9sTph08lq1ue3Yg3bYH0m+btD2pLS22p8H7XnNuz57NtB7ZgXnz5m0ws4/CziG7LS3eT0TShF6P6eNr7Y+kWmGiDOjd4HIvYE3DBdz9XuDelgpgZnPdfVhLrT/ZtD2pLd22B9Jvm7Q9qU3bI6nA3UvCziC7T68/kdSh12PmSbWhHG8CA8ysr5m1Ac4BSkPOJCIiIiIiIiItJKV6TLh71MwuB54GsoH73X1RyLFEREREREREpIWkVGECwN2fBJ4MMUKLDRMJibYntaXb9kD6bZO2J7Vpe0Skuej1J5I69HrMMObuO15KRERERERERKQFpNocEyIiIiIiIiKSQVSYCJjZSWb2gZktM7Orw86zs8yst5k9b2bvm9kiM/tF0P4nM1ttZm8Hf6eEnXVnmNlKM3s3yD43aOtkZs+a2dLgtGPYOb8OMxvU4Hl428y2mdkvW9NzZGb3m9k6M1vYoK3R58MS/hm8phaY2cHhJW9cE9vzv2a2OMg82cyKg/a9zKy6wfN0T3jJG9fE9jT5/2Vm1wTPzwdmdmI4qbeviW16tMH2rDSzt4P2lH6OtvM+3WpfQyLporXvB4qki8Y+9yUzaCgHYGbZwBLgeBKHLH0TGOXu74UabCeYWQ+gh7u/ZWZFwDzgdOD7QIW7/z3UgLvIzFYCw9x9Q4O2vwGb3P3mYOeho7v/NqyMuyL4n1sNHAZcTCt5jszsaKACeMjdhwZtjT4fwRfg/wZOIbGdd7j7YWFlb0wT23MC8FwwGe8tAMH27AU8Ub9cKmpie/5EI/9fZjYEGAccCuwBzAQGunssqaF3oLFt+tL1twJb3f2GVH+OtvM+fRGt9DUkkg7SYT9QJF3s6HNf0pd6TCQcCixz9+XuXgeMB0aEnGmnuPtad38rOF8OvA/0DDdVixkBjA7OjyaxY9/aHAt86O4fhR1kZ7j7bGDTl5qbej5GkPhQcXd/HSgOvpiljMa2x92fcfdocPF1oFfSg+2iJp6fpowAxrt7rbuvAJaReC9MKdvbJjMzEsXXcUkNtYu28z7dal9DImmi1e8HiqSLndyXkTSiwkRCT+DjBpfLaMVf6oNfDQ8C5gRNlwfdgO9vLcMeGnDgGTObZ2aXBm3d3H0tJHb0ga6hpdt15/DFL1Ot+Tlq6vlIh9fVj4CnGlzua2bzzexFMzsqrFC7oLH/r3R4fo4CPnX3pQ3aWsVz9KX36XR+DYm0BnqtiYiETIWJBGukrVWOcTGzdsBjwC/dfRtwN9AfOBBYC9waYrxd8S13Pxg4Gfh50L2rVTOzNsBwYGLQ1Nqfo6a06teVmf0eiAKPBE1rgT7ufhBwFTDWzNqHlW8nNPX/1aqfn8AovljgaxXPUSPv000u2khba3uORFoDvdZEREKmwkRCGdC7weVewJqQsuwyM8slsbP7iLs/DuDun7p7zN3jwH9Iwa7a2+Pua4LTdcBkEvk/re/OHJyuCy/hLjkZeMvdP4XW/xzR9PPRal9XZnYhcCpwngcT8QRDHjYG5+cBHwIDw0v59Wzn/6vVPj8AZpYDnAk8Wt/WGp6jxt6nScPXkEgro9eaiEjIVJhIeBMYYGZ9g1+zzwFKQ860U4Kx1vcB77v7Pxq0NxyPfAbQama4NbPCYII4zKwQOIFE/lLgwmCxC4Gp4STcZV/4lbc1P0eBpp6PUuCC4MgCh5OYoHBtGAF3hpmdBPwWGO7uVQ3aS4IJ0jCzfsAAYHk4Kb++7fx/lQLnmFmemfUlsT1vJDvfbjgOWOzuZfUNqf4cNfU+TZq9hkRaoVa/Hygi0trlhB0gFQSz718OPA1kA/e7+6KQY+2sbwHnA+9acOg84HfAKDM7kESXxJXAT8OJt0u6AZMT+/LkAGPdfYaZvQlMMLNLgFXAyBAzKHOY6AAAIABJREFU7hQzKyAx63fD5+FvreU5MrNxwDFAFzMrA/4I3Ezjz8eTJI4msAyoInH0kZTSxPZcA+QBzwb/e6+7+2XA0cANZhYFYsBl7p5SkzM1sT3HNPb/5e6LzGwC8B6JISs/T7UjckDj2+Tu9/HVeVog9Z+jpt6nW+1rSCQdpMl+oEha2M7nvqQ5HS5UREREREREREKjoRwiIiIiIiIiEhoVJkREREREREQkNCpMiIiIiIiIiEhoVJgQERERERERkdCoMCEiIiIiIiIiodHhQkVEREREJCWYWWdgVnCxO4nDP68PLh/q7nUtcJ8HA13dfUZzr1tEvh71mBDZDjOLmdnbZrbQzCaaWUHQXhF2th0xswfN7Oywc6QyM7vIzPbYhdudbmZDGly+wcyOa950IiIimcfdN7r7ge5+IHAPcFv95a9TlDCz7F2424OBk3bhdiLSTFSYENm+6uCDcChQB1wWdiBpVhcBjRYmdrBjczrwWWHC3a9z95nNG01EREQaMrNpZjbPzBaZ2Y+Dthwz22JmN5rZG8ChZjbczD4ws5fM7P/MbEqwbLvgh5s3zGy+mZ1mZvnAdcB5wY9R+lFHJAQqTIh8fS8BezdsCD7gZpnZW2b2rpmNCNoLzWy6mb0T9Lb4QdC+0sz+YmavmdlcMzvYzJ42sw/N7LLtrbMpZvYHM1tsZs+a2Tgz+3Ujy6w0sy7B+WFm9kKD+3oguJ8FZnZW0D4qaFtoZrcEbdnBh/nC4Lorg/b+ZjYj2FF4ycwGbydrNzObHDwu75jZEUH7VcF6F5rZL4O2vczsfTP7T7AD8kyw84CZ7W1mM4N1vGVm/YP235jZm8G2XL+99QQ7HsOAR4IdkfzgcbrOzF4GRprZT4L1vWNmj5lZQZB5OPC/we36N+ydYmbHBjs775rZ/WaW1+A5uL7B89rk4yQiIiKNutDdvwEcAlxlZh2D9g7AW+5+KPAOcBdwAnA0ieEg9a4DZgTLfRe4FXDgBuCR4MeoScnZFBFpSIUJka/BzHKAk4F3v3RVDXCGux8MfAe41cyMRHfANe5+QNDbouGYxY/d/ZskCh0PAmcDh5P4UNzeOhvLNQw4CzgIOJPEF+2d8Qdgq7vv5+77A89ZYmjDLSQ+sA8EDjGz04PzPd19qLvvBzwQrONe4L+DHYVfk9gZaMo/gRfd/QAS3SYXmdk3gIuBw4LH4SdmdlCw/ADgTnffF9gSbCvAI0H7AcARwFozOyFY/tAg6zfM7Oim1hPseMwFzgt2RKqDZWvc/Uh3Hw887u6HBPfzPnCJu78KlAK/CW73Yf3GmVlbEs/pD4LHKAf4rwbbvyF4Xu8OHisRERH5+q40s3eA14BeQP+gvQ6YHJwfAnzg7h+5uwPjGtz+BOD3ZvY28DzQFuiTlOQisl0qTIhsX37w4TUXWAXc96XrDfiLmS0AZgI9gW4kChjHmdktZnaUu29tcJvS4PRdYI67l7v7eqDGzIq3s87GHAlMdfdqdy8Hpu3k9h0H3Fl/wd03k/gV4gV3X+/uURJFgKOB5UA/S3SJPAnYZmbtSBQGJgaP07+BHtu5v++S+FKOu8eCx+VIYLK7V7p7BfA4cFSw/Ap3fzs4Pw/Yy8yKSBRIJgfrqXH3KhI7GycA84G3gMEkChKNrmc7GR9tcH5o0AvkXeA8YN/t3A5gUHBfS4LLo0k8dvUe/5oZREREpAFLzOV0NHB48IPBAhKFBUgMvfX6Rbe3GuD0BnNW9GnwmS0iIdJROUS2rzqYfKkp5wElwDfcPWJmK4G27r4k6AlwCvBXM3vG3et7RNQGp/EG5+sv5zS1zibuf3sfvg1F+bwQ2XBdRqIL4w7X6e6bzewA4ETg58D3gV8CW3bwGO3I9rah4eMTA/K3s7wBf3X3f3+h0WyvJtbTlMoG5x8ksQPzjpldBByzndvVZ9ie+hwx9P4rIiKyMzoAm9y92sz2JfFDSmMWAYPMrDdQBvygwXVPA1cAvwAws4PcfT5QDhS1WHIR2SH1mBDZPR2AdUEB4TvAngDBcIgqd38Y+DuJYQu7tc4mvAycZmZtg94L32tiuZXAN4LzZzVofwa4vP5CMFZzDvBtM+tiiQkgRwEvBnNUZLn7YySGgBzs7tuAFWY2Mri9BcWLpswiGNoQzFnRHpgNnB7M31AInEFimEujgvssC4aXYGZ5ljhaytPAj4LHATPraWZdt5MFdrwjUkRimEguiYLRjm63mESvjvq5SM4HXtxBBhEREdmx6UBBMJTjOhL7K18R9KK8nESv05eANUB9z9Xrg3W8a2aLgD8F7c8BBwRzRGnyS5EQ6Bc7kd3zCDDNzOYCb5P4YgqwH4nJEeNAhC/OM7Cr6/wKd3/TzEpJTPT0EYkhJ1sbWfR64D4z+x1f/CC/EbjTzBaS+BX/end/3MyuITH20oAn3X1qUHB4wMzqC5rXBKfnAXeb2bVALjA+yNOYXwD3mtklwf39l7u/ZmYPAm8Ey/w/d58f9HRoyvnAv83sBhKP70h3f8bM9gFeC6bkqAB+GNxPUx4E7jGzauCbjVz/BxKP10ckht7UFyPGA/8xsytIzBECJIaVmNnFJIa25ABvkjjUmYiIiOwkd/9Tg/M1JHptNqb4S5dnuvugYI6uf5PYP8LdK4GfNHI/69n5ebpEpBnZ58OxRKQ1MrN27l4R9BqYDVzq7m+FnUtEREQkDGb2GxI/nOSRKEr8JChsiEiKUmFCpJUzs7EkZqBuC4x297+GHElERERERORrU2FCpBUws84k5mf4smPdfWOy8+yImf0eGPml5onuflMYeUREREREJHWpMCEiIiIiIiIiodFROUREREREREQkNCpMiIiIiIiIiEhoVJgQERERERERkdCoMCEiIiIiIiIioVFhQkRERERERERCo8KEiIiIiIiIiIRGhQkRERERERERCY0KEyIiIiIiIiISGhUmRERERERERCQ0KkyIiIiIiIiISGhUmBARERERERGR0KgwISIiIiIiIiKhUWFCREREREREREKjwoSIiIiIiIiIhEaFCREREREREREJjQoTIiIiIiIiIhIaFSZEREREREREJDQqTIiIiEjaMrP7zWydmS1s5Lpfm5mbWZfgspnZP81smZktMLODk59YREQk86gwISIiIunsQeCkLzeaWW/geGBVg+aTgQHB36XA3UnIJyIikvFUmBAREZG05e6zgU2NXHUb8D+AN2gbATzkCa8DxWbWIwkxRUREMpoKEyIiIpJRzGw4sNrd3/nSVT2BjxtcLgvaREREpAWpMCEiIiIZw8wKgN8D1zV2dSNt3kgbZnapmc0N/i5tzowiIiKZJifsALujS5cuvtdee4UdQ0REJOXMmzdvg7uXhJ0jBfUH+gLvmBlAL+AtMzuURA+J3g2W7QWsaWwl7n4vcC8k9keGDRv275YMLSIi0hp93f2RVl2Y2GuvvZg7d27YMURERFKOmX0UdoZU5O7vAl3rL5vZSmCYu28ws1LgcjMbDxwGbHX3tTtap/ZHREREGvd190c0lENERETSlpmNA14DBplZmZldsp3FnwSWA8uA/wA/S0JEERGRjNeqe0yIiIiIbI+7j9rB9Xs1OO/Az1s6k4iIiHyRekyIiIiIiIiISGhUmBARERERERGR0KgwISIiIiIiIiKhUWFCREREREREREKjwoSIiIiIiIiIhEaFCREREREREREJjQoTIiIiIiIiIhIaFSZEREREREREJDQtVpgws/vNbJ2ZLWzQ1snMnjWzpcFpx6DdzOyfZrbMzBaY2cEtlUtEREREpKGamhouuuhiXnzxxbCjiIhkpJwWXPeDwL+Ahxq0XQ3Mcvebzezq4PJvgZOBAcHfYcDdwamISKPGzlm1S7c797A+zZxERERau40bN7Jy5Qruvfdevv3tb4cdR0Qk47RYjwl3nw1s+lLzCGB0cH40cHqD9oc84XWg2Mx6tFQ2EREREZF6sVgMgGg0GnISEZHMlOw5Jrq5+1qA4LRr0N4T+LjBcmVBm4iIiIhIi6ovSLh7yElERDJTqkx+aY20NfrJYGaXmtlcM5u7fv36Fo4lIiIiIumuvjBh1tguqYiItLRkFyY+rR+iEZyuC9rLgN4NlusFrGlsBe5+r7sPc/dhJSUlLRpWRERERNJfJBIB1GNCRCQsLTn5ZWNKgQuBm4PTqQ3aLzez8SQmvdxaP+RDRKQ5adJMERH5svrChHpMiIiEo8UKE2Y2DjgG6GJmZcAfSRQkJpjZJcAqYGSw+JPAKcAyoAq4uKVyiYiIiIg0VFdXF3YEEWlg0aJF5ObmMnDgwLCjSJK0WGHC3Uc1cdWxjSzrwM9bKouIiIiISFPqCxPxeDzkJCIC8POfJ74avvDCC+EGkaRJlckvRURERERCUV+Y0FAOkfBprpfMpMKEiIiIiGQ0DeUQSR31R8mRzKLChIiIiIhktPrChH6oFQlfdXX1Z+fVeyJzqDAhIiIiIhmttrYWAEdfgkTCVlVV9dn5hkUKSW8qTIiIiIhIRvu8x4QKEyJhq6ys/Ox8RUVFiEkkmVSYEBEREZGM9vmYdk1+KRK2bdu2fXZehYnMocKEiIiIiGS0SCQCQCwWCzmJiGzdurXR85LeVJgQERERkYxWX5iIRiMhJxGRzZs3N3pe0psKEyIiIiKS0eqHckSj6jEhErZNmzY1el7SmwoTIiIikrbM7H4zW2dmCxu0/a+ZLTazBWY22cyKG1x3jZktM7MPzOzEcFJLstUP4YjFojtYUkRa2oYNGyhuC7lZifOSGVSYEBERkXT2IHDSl9qeBYa6+/7AEuAaADMbApwD7Bvc5i4zy05eVAlLfWEiHo+HnEREPvnkEzrnRemcD59++mnYcSRJVJgQERGRtOXus4FNX2p7xt3rfxp/HegVnB8BjHf3WndfASwDDk1aWAnNZ4UJTX4pErpP1q6mS16MLm3qWLNmddhxJElUmBAREZFM9iPgqeB8T+DjBteVBW2S5uoLE+6Ou4ecRiRzRSIRPv10Pd0KYnQtiLO6rEyvyQyhwoSIiIhkJDP7PRAFHqlvamSxRveIzexSM5trZnPXr1/fUhElSRoO4dAhQ0XCs2bNGuLu9MiP0b0gRkVllQ4ZmiFUmBAREZGMY2YXAqcC5/nnP8eVAb0bLNYLWNPY7d39Xncf5u7DSkpKWjastLj6o3KAChMiYfroo48A6FEYY4+CxGtx5cqVISaSZFFhQkRERDKKmZ0E/BYY7u5VDa4qBc4xszwz6wsMAN4II6MkV8NiRMMihYgk14cffogBPQtj9G6XeC0uX7483FCSFDlhBxARERFpKWY2DjgG6GJmZcAfSRyFIw941swAXnf3y9x9kZlNAN4jMcTj5+6un88zQCQSafS8iCTXhx9+SLdCJy8b2mQ57doYH374YdixJAlUmBAREZG05e6jGmm+bzvL3wTc1HKJJBXV1tZ+dr6uri7EJCKZ7YPF79O/XeI1aAZ7FdbxweL3Q04lyaChHCIiIiKS0WoaFCYaFilEJHk2bdrE+g0b6Vv0+XCqvu0jLF+xUq/LDKDChIiIiIhktMrKKjw4KEtVVdUOlhaRlvD++4meEf3af16Y6Nc+SjweZ8mSJWHFkiRRYUJEREREMlpFRTme1y44XxFyGpHMtHDhQnKy+EKPiQEdEucXLVoUVixJEhUmRERERCSjVVRUEM8rAqC8vDzkNCKZ6d0FC9izKEab7M/b2rdxuhc6CxYsCC+YJIUKEyIiIiKSsWpqaqitqSGeXwzAli1bQk4kknlqampYvHgxgzt8dfLZge1refedt4nH4yEkk2RRYUJEREREMtbmzZsBiOd3/MJlEUmeRYsWEY3FGFz81cP1Di6OUF5ZxfLly0NIJsmiwoSIiIiIZKyNGzcCEM8twNoUfHZZRJJn/vz5ZBkMLI5+5bp9OkY/W0bSlwoTIiIiIpKx1q1bB4C3aUcst+CzyyKSPG/Nm0u/9jHyc/wr13VuG6d7oTNv3rwQkkmyqDAhIiIiIhmrvhARb1NALLeAtZ98EnIikcxSUVHB4g+WMKRjbZPLDCmu5Z235xONfrVHhaQHFSZEREREJGN9+umnWE4e5OThee1Y9+k63L/6q62ItIz58+cTj8fZr9NX55eoN7RThOqaWt57770kJpNkUmFCRERERDLW2rVriee1AyDepoja2hq2bt0aciqRzPHGG2/QNsfo377p3hBDOkbIssSykp5UmBARERGRjLV6zRqiuYUAxPOKgESxQkRanrsz5/XX2Ke4lpztfDMtyHH27hBlzuuvJS+cJJUKEyIiIiKSkdydTz75BA8KEq7ChEhSrVy5knXrN3Bg57odLntAp1qWLvtQR85JUypMiIiIiEhG2rRpE5G6us96StQP6VizZk2YsUQyxmuvJXpAHNC56fkl6h3QJfKF20h6UWFCRERERDJSfQGivjBBdi7WpkCFCZEkefml2fRtH6NT2/gOl+1dGKMkH155+eUkJJNkU2FCRERERDLSZ4WJtu0/a4u2acdqFSZEWtyGDRt47/3FHNy56cOENmQGB3epZu68uVRVVbVwOkm2nLADiEh6GDtn1S7d7tzD+jRzkpaR7tsnIpKJVq9eDWZ4m3aftcXzivj447IQU4lkhhdeeAGAYV13PL9EvWEldTz9cZRXXnmF448/voWSSRjUY0JEREREMlJZWRmWVwRZ2Z+1xdt2YNPGDdTU1ISYTCT9zZz5LHsWxelZGPvatxnQIUrnfJg5c2YLJpMwqDAhIiIiIhlp1aqPibQp+kJbPC8xrGP16tVhRBLJCB999BGLF3/A4V2rv3Ldw0sKeHhJQaO3yzI4vKSaN998kw0bNrR0TEkiFSZEREREJOPEYjE++mgl8fziL7TH8zsCsGLFijBiiWSEqVOnkp0FR/X46vwSqypyWFXR9IwDx+xRQzweZ/r06S0ZUZJMhQkRERERyThr1qwhEokQK+j0hfZ42/ZgWSxfvjykZCLpraqqihlPPcWhJbW0b+M7fftuBXH26xRhWulUIpEdH2ZUWgcVJkREREQk4yxevBiA+JcKE2Rl4wUdeT+4XkSa1+OPP05VdTUn9N71eVxO7F3Nho2bmDFjRjMmkzCpMCEiIiIiGefdd9/Fctp8NnSjoUhhV95b9B7RaDSEZCLpq7KykkfHj+OAznX0b7/rr6/9OkXYu0OMMQ+NVq+JNKHChIiIiIhknHlvvUWksATsq7vDsaJu1NbW8MEHH4SQTCR9PfTQQ5RXVHJG36rdWo8ZnNm3knXrNzBhwoRmSidhUmFCRERERDLKihUrWF1WRrS4T6PXR9v3hKwsZs+eneRkIulryZIlTJwwgWP2qKFf+69/iNCmDO0UYVhJHaMffFBH0UkDoRQmzOxKM1tkZgvNbJyZtTWzvmY2x8yWmtmjZtYmjGwiIiKSPszsfjNbZ2YLG7R1MrNng32OZ82sY9BuZvZPM1tmZgvM7ODwkktLeuGFFwCIFu/Z+AI5eUSL9uC5558nHo8nL5hImqqtreVvf7uFojbOD/rvXm+Jhn44sJJsj/C/f/ubhl61ckkvTJhZT+AKYJi7DwWygXOAW4Db3H0AsBm4JNnZREREJO08CJz0pbargVnBPses4DLAycCA4O9S4O4kZZQkqqurY2ppKbH2e+BtCppcLtK5P+vXreO1115LYjqR9OPu3H777Sxb9iEXD9xGYe7OH4mjKZ3y4vxwQAVvv/MO9913X7OtV5IvrKEcOUC+meUABcBa4LvApOD60cDpIWUTERGRNOHus4FNX2oeQWJfA764zzECeMgTXgeKzaxHcpJKsjzzzDNs2byZ2u77bXe5aKe+0LaIRx4Zm6RkIumptLSUp556iuF7VXFwSfNPVHlUj1q+27OGcePG8dxzzzX7+iU5kl6YcPfVwN+BVSQKEluBecAWd6/vf1MG9Ex2NhEREckI3dx9LUBw2jVo7wl83GA57Y+kmerqakY/9BBe2IVY+z0+a89b9Tp5q17/4sKWRU3XfXnvvUW8+uqrSU4qkh5mzZrFHbffzgGdI5zZt7rF7ueHAyoZUBzlr3+5iddff33HN5CUE8ZQjo4kfpHoC+wBFJLoOvlljfbxMbNLzWyumc1dv359ywUVERGRTGONtGl/JI088MADrF+3jurehyam9Q9kVW0iq+rLHWsgUjIIL+jIrf+4jaqq5hsXL5IJZs2axU033sjADhEuH7qNrMbeYZtJThZcud829siP8Idrf8+cOXNa7s6kRYQxlOM4YIW7r3f3CPA4cASJ7pI5wTK9gDWN3djd73X3Ye4+rKSkJDmJRUREJJ18Wj9EIzhdF7SXAb0bLKf9kTSyaNEiJk6cSF3JIGJF3b/ejbKyqepzBBs3rOfee+9t2YAiaWTatGncdOONDOgQ4VcHbCUvu+Xvs12u89sDt7BHfoRrr/09zz//fMvfqTSbMAoTq4DDzazAzAw4FngPeB44O1jmQmBqCNlEREQk/ZWS2NeAL+5zlAIXBEfnOBzYWj/kQ1q3devW8ftrr8Xz2lHba9hO3TZe1I26bvsyZcoUpk+f3kIJRdJDNBrljjvu4NZbb2Vopzp+tX9yihL16osTexXWcP3113PffffpyDqtRBhzTMwhMcnlW8C7QYZ7gd8CV5nZMqAzoGlVRUREZLeY2TjgNWCQmZWZ2SXAzcDxZrYUOD64DPAksBxYBvwH+FkIkaWZVVdXc801v2NreSWV/Y+DnLydXkdt70OIdejJrbf+g/nz57dASpHWb8uWLfzmN79m8uTJnNynmqv230bbnB3frrm1y3WuPnAr3+5Rw5gxY/jDH66loqIi+UFkp4RyVA53/6O7D3b3oe5+vrvXuvtydz/U3fd295HuXhtGNhEREUkf7j7K3Xu4e66793L3+9x9o7sf6+4DgtNNwbLu7j939/7uvp+7zw07v+yeqqoqfvvbq/lw+YdU9v028YKOu7Yiy6Kq3zHE84r43e9+z4IFC5o1p0hr9/LLL3PRhRew8J23uXSfckbtXdWic0rsSG4W/GhwJT8cUMlrr77KxRddyLx588ILJDsU1uFCRURERERazLZt27jyyqtY8O4CqvseTay4945vtD05eVQMPJFq2vCrX/+aN998s3mCirRiFRUV/PWvf+Xaa6+lQ3wL1w/bwpE96sKOBSTmtz2hdw1/+MZWcqo38Ktf/Yo77riDmpqasKNJI1SYEBEREZG0snbtWv77iiv4YOlSqvt/l2jn/s2yXm9TSMWgk6nLLeLqa67h2WefbZb1irQ27s7zzz/PxRddyLPPPM3wvar44zc206tdLOxoX9G/fZQbhm3ihF7VTJ48mR9dfJEOKZqCQhj1IyIiIiLSMubMmcMNN/yZqtoIVXsfR6xDz2Zdv+fmUzHwJAqXzeKmm27ivffe42c/+xm5ubnNej8iqWr58uX83z/vYP7b77BnUZyfHVxO/w7RsGNtV142/HBgFQeX1DF6iXP11VfzzcMP5/L//m969mze9wjZNSpMiIiIiEirF4/Hefjhh7n/gQfw/I5U7nMS3rZ9y9xZTh6VA08ir+xNJk+ezAdLlnDD9dfTpUuXlrk/kRSwZcsWxowZw+TJkynIiXPRoAqO2aM21LkkdtaQjlFuOmQTz5S1Zcrc17nowjf5wTmjGDVqFIWFhWHHy2gqTIiIiIhIq1ZWVsZfb76ZRQsXEuncn5o9vwXZLbybm5VFbZ/DiBWW8P7il7nwwou48spfcuyxx2LWir6piexAVVUVEyZMYMKj46muruE7PWs4q18VRbkedrRdkpMFp/Sp4Zvdanl0WSEPP/wwU6dM5rwfns8ZZ5xBXt7OH7lHdp8KEyIiIiLSKsXjcaZMmcLd99xDNG5U9z2KaOe9E7PeJUm0cz/KCzoTW/kSN954Iy+88AJXXXUVnTp1SloGkZZQW1vL1KlTeeThMWzdVs6wklrO2r+anoWpN4/EruiY51y2bwUn9q7msRUR7rnnHiZOeJQLLryI733ve+Tk6KtyMunRFhEREZFWZ8WKFfzjttt4d8ECoh16UbPXt/A24XTF9vwOVA4+hdxPFvHKq6/x9jsX8vOf/YwTTzyRrCzNNS+tS1VVFU888QSPjhvLxs1bGNopwpXDKunXPj0KEl/Wt32MXx+wjcWbc5i4Isptt93GuLGPMOrc8zjppJPUgyJJVJgQERERkVajsrKS0aNHM2nSJDw7l5q9jiTSZUBSe0k0yrKI9NiPWHEvYitf4ZZbbqF02jSu/OUvGThwYLjZRL6G8vJyJk+ezKSJE9hWXsE+HaNcelAl+3RM7Yktm8vgjlGuLd7Kgk25TFkZ47bbbmP0gw/w/R+cw/DhwykoKAg7YlpTYUJEQjV2zqqwI4iISCsQj8eZOXMmd919N1s2b6auZCB1PYfhuW3DjvYF8fyOVA7+HjkblrJ46Tx++tOfMnz4cC655BLat2+hyThFdsOGDRt47LHHmDplMlXVNRzYpY7TBlYzIMWPtNESzOCAzhH277SF9zfnUPpRlHvuuYdHHh7DWWeP5PTTT6e4uDjsmGlJhQkRERERSWnz58/nrrvvZumSJcQLu1C9z2nE25WEHatpZkRLBrKt457krZ7P1NJSnp05kwvO1+R6kjqWL1/Oo48+yqyZM4nFYhzStZbhQ6vpU5SeQzZ2hhkM6RRlSKetLNuaw7SP6njwwQcZ+8gjnHTyyYwcOZLevXuHHTOtqDAhIiIiIilpxYoV/Pvf/+b111+HvHbB5Jb9wVrJvA05edTueTiRkoFEy+Zyzz33MOmxx7j0Jz/huOOO0/wTknTuzrx583j00fG8+eZc8rLhmB7VnNirhm4F8bDjpaS9O0S5cv9yVldmM2NVW558opRp00o54ogj+MEPzmG//fbTkXiagQoTIiIiIpJS1q5dy0MPPcSMGTMgO5faXsOo6zYEslrnrmu8oBNMBC4QAAAgAElEQVTVA08ge9sa1pfN5S9/+QvjH32UH19yCd/85jf1pUZaXG1tLTNnzmTSxAmsWPkRxXlwdr8qvtuzhnat9LCfydazMMYl+1RyVr8qZq5uy3Nvvsorr7zKoEEDOfvskRxzzDHk5uaGHbPVap3v7iIiIiKSdtatW8eYMWOYPv1JHKjtOoS6Hgek3DwSuyrWfg8q9jmNnE3LWb56Pr/73e8YNHgwP77kEoYNG6YChTS7jRs3MmXKFEqnTmHrtnJ6F8X58eAqvtm9llx12NklxXnO2f2qOW3Pal5em8czZR9w0003cc9dd3H6mWdy2mmnaR6KXaDChIiIiIiEasOGDYwdO5appaXE4nHqugxMFCRCOvxnizIj2rk/5R37krtxKR+seIff/OY37Dt0KD++5BIOPPBAFShkty1evJjHHnuM5597jlgsxkFd6jjxoGoGF0dDP4BNusjLhmN71fKdnrW8uymXpz+OcN999zHmoYc4/oQTOOuss+jXr1/YMVsNFSZEREREJBRr165l/PjxPDF9OrFYjLrOA6jb40A8r13Y0VpeVhaRkkFEOu9N7oYlLFq6gCuvvJIh++7LhRdcwKGHHqoCheyUaDTKSy+9xKSJE1n03nu0zYHv9qjmeM0f0aKygiN5HNA5QllFNs+WteWZGdOZPn06Bx10IGefPZLDDz+c7OzssKOmNBUmRERERCSpPv74Yx555BGeeeZZ4jh1nfemrvv+eNsMPJxmVjaRrvsQ6TKA3PVLeG/ZQn7729+y994DuOCC8znyyCM1SaZs19atW3niiSeYMvlx1m/YSNcC57wBVRzdo5b8HM0fkUy92sW4eHAlZ/ev4oXVecx6/21+//u36dG9G2eedTannHIKhYVp2BOsGagwISIiIiJJsXjxYsaPH8+LL74Ilk1tl0HUdR+aGT0kdiQrh0i3IURKBpGz8UOWrV7AddddR+8+e3LuqHM47rjjNLGefMFHH33EpEmTeObpGdTWRRjSMcp5+1VxYJcIWepsE6qiXOe0vWo4uU8N89a34ZmyGHfeeScP3H8fp3zvVM466yx69OgRdsyUosKEiIiIiLQYd+eNN95g7LhxvPP221hOG2q6DSXSfSiemx92vNSTlU20ZCDlXfYmZ9MKVn3yLrfccgv3/uf/8YPvj+TUU0+lXTsVcjJV/eE+J06cwJw5b5CbBUd0q+GE3jX0bhcLO558SU4WHNatjsO61bF8WzZPf5zP5Mcm8fhjj3HkUUcxcuRIhg4dqmFbqDAhIiIiIi2grq6O5557jnHjx/PRypWQV0hNr0OIdB0E2W3Cjpf6LIto5/5UdOpH9rbVxD55l3vuuYcHR49mxPDhnHXWWXTt2jXslJIkkUiEWbNmMWH8eJavXEn7PDizb+Jwn+3baLhGa9CvfYz/2reCH/RPHG70+ddmM3v2bAYNGsg554ziqKOOIicnc7+eZ+6Wi4iIiEiz27RpE6WlpUyeMoWtW7bgBZ2o6XsU0U79IEuTv+00M2IdelHVoRdZlRuIfPIuj06YwMSJEzn66KMZOXIkQ4YM0S+uaaqyspJp06YxaeIENmzcRK92icN9Ht6tljZ6ObVKndrG+X7/KkbsVcXLa/N4+uMPuP766+nRvRs/OGcUJ510Em3bpschkneGChMiIiIistuWLl3KpEmTmDlrFrFolGiHXtQNPJRY+57o+ITNI17YhZr+36G2tpw2697nxZdf44UXXmDgoEGMPPtsjjnmGM1DkSY2btzIpEmTmDplClXV1ezTMcpFB1SxX6eIXk5pouHhRt/a0IYnV8W4/fbbeeD++zjjzLM4/fTTKS4uDjtm0qgwISIiIiK7JBKJMHv2bCZPnszChQux7FxqOw+grusQPL9D2PHSlucVUdv7UGr3OIjcjctYsup9brrpJu68625GDD+NU089lZKSkrBjyi5Yt24dY8eOZfr0J4hGoxxSUssp+1bTr73mj0hXWQbDSur4Rpc6lmzN4clVdTz44IOMHzeO0884g+9///t06tQp7JgtToUJEREREdkp69atY9q0aZROm8bWLVugbXtqeh9CpMtAyMkLO17myM5NHGq0ZDDZ21YT/fQ9Ro8ezZgxYzjyyKM444zTOfDAAzXMoxVYu3YtY8eO5aknn8TjMY7sXsOpe1bTrSAedjRJEjMYVBxlUHE5ZRXZPPFRPo8+Op7Jjz/G8BGnc84559C5c+ewY7YYFSZEREREZIfi8ThvvfUWkydP4dVXX8HdiRb31nCNVBDMQ1HdoRdWs4026xfz0mtzmD37RXr37sMZZ5zO8ccfT1FRUdhJ5UvWrVvH6NGjmTHjKczjHN2jhlP7VNMlXwWJTNarXYzL9q1gRN8qpq3M57FJE5kyZTLDh4/g/PPPT8shHubeemdxHTZsmM+dOzfsGCICjJ2zKuwIKencw/qEHUEylJnNc/dhYefIBOm+P7J582aeeuopppaW8uknn2C5banpPIBI18F4Xnp80c1f/CQA1YNPCTlJM4pHydm0grz1i8mqWE9umzYc+93vMnz4cPbZZx/1oghZeXk5Y8eO5bFJk4jFInxnj2pO7VNDp7aZXZB4eEkBL61N9LrasyhGn3ZRfjiwKuRU4fu0KotpH+Xz8idtycvL45xR5zJy5EgKCgrCjrZDX3d/RD0mREREROQL3J358+dTWlrKSy+9RCwWI1bUnbp+3ybacU/I0i5kysvKIdplANEuA8iq3EDu+sU8/ewsZsyYQd9+/Th9xAiOO+44CgsLw06aUWpra5k8eTKPPDyGiopKvtmtlrP6VVGiHhIArKrIoTqWBcDiLVkhp0kd3Qri/HifSk7pU82k5YU88MADTH78MS686GJOO+20tDjMaOvfAhEREZFdYGZXAj8GHHgXuBjoAYwHOgFvAee7e11oIZNsy5YtPP3000wtLWXN6tVYTh61XQYTKRlEPD/9ug5ninhhF2oLj6S296HkbvyQ5Z8u4bbbbuOuu+7muOOO5bTTTmPw4MFhx0x7c+bM4Y7bb2PN2k/Yv3OE7+9TSZ8iTWopX98ehXGu2K+cZVtzePTDKHfccQdTp0zmql/9mv333z/seLtFhQkRERHJOGbWE7gCGOLu1WY2ATgHOAW4zd3Hm9k9wCXA3SFGbXHuzjvvvENpaSkvzp5NLBolXtSV2r5HEe3UV70j0kl2m88my8yqXE9k/Qc8OeNppk+fzt57D2DEiOEce+yxraJ7eGuybt06/vWvfzF79mx6FDr/c2A5QztFwo4lrdjeHaL87qCtvLUhl4eXreKKK67gxBNP5LLLLqNjx45hx9sl+qQRERGRTJUD5JtZBCgA1gLfBc4Nrh8N/Ik0LUyUl5czY8YMppaWUvbxx4neEZ0GECkZTLygde7YytdkRrxdV2radaUm6EWxdM0Sbr31Vv51552ccPzxjBgxgr333jvspK2auzN16lTuuftuYtFazu5Xxcl9qsnVCAVpBmbwjZIIQzttpHRlPk8++zSvvPwSV/zil5xwwglhx9tpKkyIiIhIxnH31Wb2d2AVUA08A8wDtrh7NFisDOgZUsQWs3TpUiZPnsyzM2cSqasj3i7oHdGxL2Rr1zDj5OQR6TaESNd9yKpYR2T9Bzwx/SmmTZvGvvsO5cwzz+Doo48mNzc37KStypYtW/jb3/7Gq6++yn6dIlw0qELzSEiLyMuGkf2rOaJ7HQ98EOUvf/kLb7zxBldeeWWrmkNGnz4iIiKS0ixx+IDzgH7ufoOZ9QG6u/sbu7HOjsAIoC+wBZgInNzIoo0evszMLgUuBejTJ/WPvlNXV8eLL77I45Mn8/5772HZOdR27Eek6z7ECzuHHU9SgRnxom7UFHWjJnoYuRuWsujDxSz6859p36GY4aedyvDhw+natWvYSVPeW2+9xU03/pmtWzZz3oBKTuhVo6PpSovrWRjjdwdtpXRlPpNnzWTRuwv4wx//xJAhQ8KO9rWoMCEiIiKp7i4gTmKYxQ1AOfAYcMhurPM4YIW7rwcws8eBI4BiM8sJek30AtY0dmN3vxe4FxKHC92NHC1q69atTJ06lUmPPc62rVsgvwM1vQ8j0mVvyMkLO15KyFv1OtlVG4HEYUPjBZ2o7XN4yKlClpNHpPtQIt32JXvbaqLr3ufhhx/mkUce4eijj2bUqFGaLLMJTz/9NLfccgvd8mP88Rtb2VOTW0oSZRmc3reaIR0j3P0+/OIXV/CnP13Pt771rbCj7ZAKEyIiIpLqDnP3g81sPoC7bzazNru5zlXA4WZWQGIox7HAXOB54GwSR+a4EJi6m/cTijVr1jBhwgSmP/kkkbo6oh16UTfwMGLt90A/3X5RVtUmLJaYiDCn/BOiO1g+o5gR69CL6g69sNpy2qxbzOxXXuPFF19k//0PYNSoczjssMPIytKkCQATJ07kzjvvZEinKL8YupV8fdOSkAwsjnLDsE3c+k4H/vCHP/A///M/nHTSSWHH2i69XERERCTVRcwsm2BYhZmVkOhBscvcfY6ZTSJxSNAoMJ9ED4jpwHgzuzFou2937ifZli5dysMPP8zs2bNxMyKd+lPXfSjxfE1mKbvH84qo7X0ItXscQO76JSz44D0WXHMNvfvsyXnnjuK4444jJydzv1qMGzeOf//73xxSUsdl+5ZrgksJXVGuc/WBW/jnwvbcfPPNxGIxvve974Udq0mZ++4hIiIircU/gclAVzO7iUSPhmt3d6Xu/kfgj19qXg4curvrTraysjLuv/9+nnvuOSwnj5puiW743kaHfZRmlt0mMcyj6xByNi1n1bpF3HzzzTzyyFh+8pMfc9RRR2EZ1ivn7bff5j/33suhXWv52b4VZGXW5ksKa5sDV+6/jdsXtOf2229j4MCBDBgwIOxYjVJhQkRERFKauz9iZvNIDLcw4HR3fz/kWClh48aNPPTQQ0yb9gRuWdT22J+67vtp/ghpeVlZRLvsTUXn/uRs+YiPV7/Fddddx6BBg/npTy/l4IMPDjthUmzZsoU/33A9XfPjXDJYRQlJPblZcNmQcq6dm8uf/ngd//l/91FQkHpFaxUmREREJGWZWRawwN2HAovDzpMq4vE4jz/+OPf+5z/U1UWoKxlIXY8D1UNCks+MaMe9KC/uQ86GZXyw8m2uuuoqvvWtb3HVVVfRuXN6H/Vl/PjxbN68meuHaU4JSV1FbZz/2mcrf5kPU6ZM4dxzzw070ldo9JOIiIikLHePA+8EhwgVEsM2rvjFL/jXv/5FVduuVAw9k9o9j1BRQsJlWURLBlI+9Exqew3j1dde54ILL2LWrFm4p+yBa3ZLLBZj5rPPsH+nOh19Q1Le4I5R9u4QY+Yzz4QdpVEqTIiIiEiq6wEsMrNZZlZa/xd2qDBMnTqVH/3oEha9v4TqvkdRPeA4vG37sGOJfC4rh7oe+1MxZATl5PPnP/+Z6667jvLy8rCTNbuFCxeyYeMmjuheG3YUka/liG7VLF+5khUrVoQd5SvU4UhERERS3fVhBwibu3P//fczZswYou17UtP3SLxNYdixRJoUzy+mcvAptPlkIS+98gqrf/lL/nHrrRQXF4cdrdnUF1u6F6i3RHOpjhpt27bl1FNP5YknnqA6qgP4NqfuBYkDWlVUVISc5KtUmBAREZGU5u4vhp0hTO7OXXfdxcSJE6nrMpDavY4AU6dXaQUsi7oe+xMr6MSKZc/x31dcwW3/+AddunQJO1mzKCxMFAero5rxsrlURY1TTz2Vyy+/HHdn9vQJYUdKK/X/q/X/u6lEn2oiIiKS0sys3My2BX81ZhYzs21h50qWMWPGJIoSXYdQu9e3VJSQVifWoReVA46nbPVafnnlVdTV1YUdqVnUF1g+3KbfeptLQY7zxBNP8H//939Mnz6dgpz0nJ8kLB9uyyHLjI4dO4Yd5Sv0ySYiIiIpzd2L3L198NcWOAv4V9i5kmHt2rU89NAYIh33orbPYWD6ZVZap1j7HlT2O4ayj1cxceLEsOM0i969ezNs2DeYUVZIrUZzNIv8HKempobHHnuMmpoa8lWYaDbldcasNfkc853vqDBRz8yKzWySmS02s/fN7Jtm1snMnjWzpcFp6j1aIiIiEjp3nwJ8N+wcyXDnnXcSc1dRQtJCrLg30Y59eOihMaxfvz7sOM3iggsuZFstlK7MDzuKSJPcYdLyAmqjcP7554cdp1Fh9Zi4A5jh7oOBA4D3gauBWe4+AJgVXBYREZEMZ2ZnNvg7+/+zd99xUtX3/sdfn+lbWViWXgQFFVERF0EQBREpIgiCqKjEhsZEzf3FXDWJKfdq1JumSbzJNUYliR0RUEGwkVgRULEGFqlLb9vr7H5/f8yAEEEpu3Nmd97Px2MfO+fMOWfeHM7MznzmW8zsHqDZf41WUVHBm2++SVXe8RroUpqNqo79qK6u4o033vA6SoM46aSTGDlyJM+vTeeVwrDXcUT2a/aaNF7fGGHy5Ml069bN6zj7lfAOUWaWDZwJfAvAOVcD1JjZOGBIfLPpwELg1kTnExERkaRz/l63o8AaYJw3URKnsLAQgPqMPI+TiDQcF8nGAiHWr1/vdZQGc8stt1BSUsLf3n6biN9xRvvmMYaGNA/z10eYuTqdESNGcN1113kd54C8aDHRHdgGPGJmH5jZQ2aWAbR1zm0CiP9u40E2ERERSTLOuSv3+rnWOXeXc26r17ka28aNGwGoD2d5nKSZq6shEokwceJEIpEI1OlDZaMyoz6Uuef6bg4CgQA//elP6dPnZB78PIu/r0intt7rVJLqquvgwc8yeKwgg0GDBvKDH/wAny95h5j0IlkA6Av80Tl3ClDOIXTbMLNpZrbEzJY0l75pIiIicmBm9j9mlm1mQTN71cy2m9llXudqbO3btwfAV1XkcZLmzaI1e6YnPO+887CoChONqr4eX3Xpnuu7uQiHw9z7P79k4sSJLChM4873c9hSkbwfAqV5W1/m56dLWvHWlghTp07lv/7rvwkEknv2GC+eLYVAoXNuUXx5BrFCxRYzaw8Q/73fb0Kccw865/Kdc/l5eWraKCIikgLOdc6VAGOIvY/oCfzA20iN75hjjiEtLR1/6SavozRrLhDaZ3pCFwh5HalZ81Vsx9XVcsopp3gdpcGFQiG++93vctddd7G9Pps7lrRi7roIUbWekASproPnVqfxs6UtqQq15Ne//g1XXnklfr/f62jfKOGFCefcZmC9mR0bXzUM+AyYA0yNr5sKzE50NhEREUlKwfjv0cATzrmdXoZJFL/fz4ABAwjvXI1Vl3kdp/nyh/aZnhC/ChONKbz5I4KhEH369PE6SqMZNGgQD/3lYfrkn8aTKzP44eJWfLg9+M07ihwm52DRlhC3vZfLc6vTGTT4LB76y8P07dvX62gHzav2HDcCj5lZCFgFXEmsSPK0mV0NrAMmeZRNRKTBPL5o3SHvc2n/Lo2QRKRJe97M/gVUAjeYWR5Q5XGmhJg27VrefOtNIusXUXnMMK/jiBwRf9E6ArvWceW0abRo0cLrOI2qbdu23HPPvSxatIg//P53/OajDZyUW8uk7uV0zarzOp40IyuLAzz1RQbLiwIcc3R3fnLTzZx88slexzpknhQmnHMfAvn7uUt/cUVERGQfzrnbzOxeoMQ5V2dm5aTArBwQG2di6hVX8NBDDxHctoLavJ5eRxI5LFZdRvq6d+jcpQuTJqXO94/9+/enb99HmTVrFo8+8jB3LA5ySusaxh1VQfdsFSjk8P1rV4DZa9P5dGeQFtlZfP/70xg9enST6LaxP8k9AoaIeOJwvuUXEWksZjYJeClelPgxsbGp7gQ2e5ssMSZPnswHH37I0qVv4fwBoq26ex1J5JBYTQWZBfNJ8zt+cscdBIOp1a0hGAwyadIkRo4cycyZM5nxzNP8bEmIk3JrGXdUBT1aRL2OKE2Ec/DZrgCz12Twr6IAOS2yuf76Sxk7dizp6elexzsiKkyIiIhIsrvDOfeMmZ0BjAB+BfwR6O9trMQIBoPcdeed3PKDH/DJJ/+kEh/RVkd5HUvkoFhNBRkF8wnXV/Or3/yaHj16eB3JM1lZWUydOpWJEycya9Ysnn7qSf57aZCeOVHO7VTJqa1r8GsiD9mPaD0s2hpiQWE6q0v85LZqyXe/O4UxY8bEpjluBlSYEBERkWS3u73zecSmG59tZj/zME/CRSIR7r3nHr5/yy386/PXqK44mZqOp4DpU4wkL3/pZjJWLSRoddx9992ccMIJXkdKChkZGUyZMoUJEybwwgsvMHPGM/zhk63kpsHwjuWc1b6ajKDzOqYkgZIa47UNEV7bmE5RNXTp3In/d81FjBgxgnA47HW8BqXChIiIiCS7DWb2f8A5wL1mFsabKc89lZGRwf333cf999/P3LlzCZRvo7L7EFyweXxbJs2IcwS3fEKkcAntO3TgrjvvpFu3bl6nSjppaWlMmjSJCRMm8Pbbb/PsjBk8uWwZz63J5Iy2lQzrWEWnTI1DkYpWl/h5dUOEd7ZEqK2H007rx8SJk8jPz8fna55//lSYEBERkWR3ETAS+JVzrsjM2gM/8DiTJ8LhMP/5n/9Jr169uO+++/F/NovKTv1i406YeR1PBKsqJm3tO/hLNnLGGWdw++23k5GR4XWspOb3+xk8eDCDBw+moKCAZ599lldffYVXN0TomRPl7A6V5OfVEGqaYxoeki6ZUdaWxv6hXbPq6JKZOuNvVNfBu1vCvLYxjdUlfsLhEKPPH8WECRPo2rWr1/EanQoTIiIiktSccxVmthU4AygAovHfKWvMmDEce+yx3Ps//8PKgn9Qt72Ayq6n4yLNewpGSWL1UUKbPiay+SMi4TDTbr6ZCy64AFPB7JD06NGD2267jeuvv5758+czZ/Ys/vTZJjJDMLhdJUM7VNEuvd7rmI3msp4VrCuLfUT9Yd8Sj9MkRmGZn9c2hnlrSxqVtXBU1y7cfOV4hg8fTmZmptfxEkaFCREREUlqZvZTYtOMHws8AgSBvwODvMzltR49evB/f/oTc+bM4cEH/4z/01lUt+1NTbveEGhefY8liTlHoGgdaRuWQGUxQ88+m+985zvk5uZ6naxJy8nJYfLkyUyaNIn333+fOXPmMP/NN5m3Lo1eLaMM6VDJqXk1BJtnq/5mr7oO3tsaZuHGCAXFAYIBP2cNGcrYsWM58cQTU7Kgp8KEiIiIJLvxwCnA+wDOuY1mluVtpOTg9/sZP348Z555Jn/84x955ZVXiGz7F1VtelHT9gQIhLyOKM2Vc/iL1pO26QOsfAcdO3XiP753B/n5+V4na1Z8Ph/5+fnk5+ezfft25s6dy4svPM//frqNzBCc0baSIR2q6JDRfFtRNCdrS/0s3Bjhna0RKmqhU8cOXH/JWEaOHElOTo7X8TylwoSIiIgkuxrnnDMzB2BmDdJh3cxygIeA3oADrgKWA08BRwFrgIucc7sa4vEaU25uLj/+8Y+5+OKLeeSRR3jrrbeIbP2MqrYnUNO2F/hVoJAG4hz+4vVENn6Ir3w77dq358qbbmfYsGEEAvpo0Zhat27NFVdcwWWXXcbSpUt5/vnnefmtN3lpfRo9c6IMbV9JvzapMRZFU1IVhXe3hlm4MY1VJX6CwQBnnTWE888/n5NOOiklW0fsj149REREJNk9HZ+VI8fMriVWQPhzAxz3fuAl59xEMwsB6cAPgVedc/eY2W3AbcCtDfBYCXHMMcdw1113UVBQwCOPPMLbb79NZMsnVOf2oKbN8bhIttcRpamqixLcsZLwts+xil20bdeOb333VoYPH66CRIL5fD769etHv3792LlzJ/Pnz+eF5+fwf59v4u8rYVDbSoZ0qNaMHh5bU+rn9Q2x1hFV0djYETdOHcfw4cPJztZr8b/Tq4iIiIgkNefcr8xsOFBCbJyJnzjnXj6SY5pZNnAm8K34Y9QANWY2DhgS32w6sJAmVJjYrUePHvziF79gxYoVPPXUU7y+cCGhLZ8SzelMTZte1GV30CweclCsuozg1s+J7FiBq62m+9FHc9Gk6zjnnHNUkEgCrVq14pJLLuHiiy/mww8/5Pnnn+f1f/6DBYVp9Ii3ojhNrSgSpjIam1lj4ab4zBqhIEPPGcb5559Pr1691Dria+jVRERERJKWmfmB+c65c4AjKkb8m+7ANuARMzsZWArcDLR1zm0CcM5tMrM2DfiYCdezZ0/uuOMOvv3tb/P888/z3KzZlKyYj0vLoTrvWGpzj4ZAxOuYnqpPb4Wr2AFAXXou9emtPE6UBFw9/pKNBLcuJ1i8Dp8ZgwcP5sILL0zZgfmSnZlxyimncMopp1BUVMT8+fN5fs5sHvx8I4+tjM3ocXbH5j2jh5cKy/y8uiHCW1tirSO6dzuKm68cxznnnENWloZEOhgqTIiIiEjScs7VmVmFmbVwzhU34KEDQF/gRufcIjO7n1i3jYNiZtOAaQBdunRpwFiNo3Xr1lx55ZVMmTKFhQsX8syMGRSsWESkcAm1LbpQm9eTuuz2YKk3xH91lwH4KnYCUHncaI/TeMuqSghuLyC88wuoLiMzK4uxl1zCuHHjaNu2rdfx5CDtntHjoosuYtmyZcyePZuX//kPXlqfRu9WtQzrWEmf3Fr8qfd0b1DReliyLcSrG9JYXhQgGAxw9rBhjB07Vq0jDoMKEyIiIpLsqoCPzexloHz3SufcTUdwzEKg0Dm3KL48g1hhYouZtY+3lmgPbN3fzs65B4EHAfLz890R5EioUCjEueeey7nnnsvKlSuZN28eL81fQPmK1RDOpDr3GGpb98CF9Q1fyqiLEti1htD2AvylmzAz+vXrx+jRoxk4cCChkAZObarMjD59+tCnTx927NjBiy++yJzZs7j/453kpsHZ7csZ2rGazGCTeQlLCsU1xquFEV7flE5xNbRv15brrx/PqFGjaNGihdfxmiwVJq5U13MAACAASURBVERERCTZvRj/aTDOuc1mtt7MjnXOLQeGAZ/Ff6YC98R/z27Ix00mxxxzDDfeeCPXXXcdb731Fi/OncvSJUsIb/yQ+qx21LTqTm2rbhAIex1VGpqrx1+yieCOLwgVrcXV1dK2XTvGXHQ1I0aMoE2bJt2DSfYjNzeXK664gksvvZR33nmH556byTPvf8CctRmc0a6KEZ0r1c3jGxSW+XlpfYS3t0SI1sOAAf0ZP34C/fr1w+dT85MjpcKEiIiIJDXn3PT4rBnHEZvWc3l8sMojdSPwWPzYq4ArAR+xWUCuBtYBkxrgcZJaKBRi6NChDB06lC1btrBgwQLmL1hA4dq3iax/l9rsTkRzjyGa0wl8euvYZDmHr3Inwe1fEN61CldTQVpaOkNHDGf48OGcfPLJ+nCVAgKBAIMHD2bw4MF88cUXPPPMM7z6ysu8tiFCn9Y1jOpcybE5UY2NG+ccfLwzyEvr0/hkZ5BwKMiYsedx4YUX0rlzZ6/jNSv66yIiIiJJzcxGA/8HfAEY0M3MrnPOzTuS4zrnPgTy93PXsCM5blPWtm1bLr/8ci677DIKCgp4+eWXefmVVyj64jUsEKY6pyvR3KOpy2qbkuNRNEVWXUpwxypCu1ZhFbvw+/0MGDCA4cOHc/rppxMOq0VMqjr66KO57bbbuPbaa5k9ezaznpvJLz4oo0eLOsYdVc6JrWpTtkBR72DpthBz1mawttRHbsscrr12EmPGjFF3jUaiwoSIiIgku98AQ51zKwHM7GhiXTuOqDAhB2Zm9OzZk549e3L99dfzwQcfMH/+fP75xhtUb1+BhTOozjmK2tyjqU/P1dSjScZqKwnsXE1o1yp8pbFhUk44oTfnnvsthgwZog9Wso/c3FyuuuoqpkyZwrx583js73/jV8t20D27jrFdyzmldeoUKOodvLc1VpAoLPPRsUN7br3hCs455xyCwaDX8Zo1FSZEREQk2W3dXZSIW8UBBqWUhuf3+8nPzyc/P5/vV1Xxzjvv8Morr/Duu+8S2vIppOVQ3bIbtbndcRF94PVMXS2BXWsJ7lxFoGQDOMdRR3Vj+MXXcvbZZ9O+fXuvE0qSC4fDXHDBBZx33nnMnz+fx/72V+77eCtds+qZ2L2Mk5pxCwrnYPG2EM+uzmRTudG1cyd+/L1YIS8Q0EfmRNBZFhERkWT3qZnNBZ4mNsbEJGCxmU0AcM7N9DJcKolEInvGoygtLeUf//gHr7zyCsuWfUh44wfUZ7ahplV3oq264YJpXsdt/lw9/uINsUEsi9fh6qLktWnDuZdeyrBhw+jevbvXCaUJCgaDjBkzhpEjR/Lqq68y/dFH+PWyzfRqFeXio8s4KqvO64gNqqA4wBMrM1lZ7Oeorl342Q+u4swzz9SYKwmmwoSIiIgkuwiwBTgrvrwNaAWcT6xQocKEB7KyshgzZgxjxoxh27ZtvPrqq8xfsIDVq96F9e8RbdGR2tyjieZ00aCZDck5fBU7CO5YSXjXalxNJRkZmQw7bzTDhw+nd+/eWHP9WlsSKhAIMGLECM4++2xmz57N9Ecf4aeLAwxsV83E7hXkRpr2LB5bKnw89UU6S7aFyW2Zwy23XMPIkSPVQsIjOusiIiKS1JxzV37d/WZ2u3Pu7kTlka/Ky8vj4osv5uKLL2bVqlW8/PLLzF+wgJ1fLMQCodigma17UpfZRuNRHCarqSC4o4Dwji+gsgh/IMCggQMZPnw4AwYMUP93aTTBYJCJEycyYsQIHn/8cWbMeIYl28Nc2K2ccztV4WtiT+loPby4No05a9PxB8NcddUUJk2aRFqaWnl5SYUJERERaeomASpMJInu3btz3XXXcc0117Bs2TIWLFjA668vpHp7AaTlUJXbg2jrY9TV42DU1xMoXk9w+woCxYXgHCf07s2okddw1llnkZWV5XVCSSFZWVlcd911jB07lvt++1sef+893tkS4cpjS5tM944VRQEeWZHFhjIfQ4YM4cYbbyQ3N9frWIIKEyIiItL0NbHv61KD3++nb9++9O3bl5tuuomFCxfywosv8tmni2HDUmpbdKI2ryd1LTpp6tF/Y5XFhLavILzzC1xNBTktWzH6kksYNWoUnTt39jqepLj27dtzz7338vrrr/O7++/jZ0v8jOlSwQXdKgkk6VO5pg6e+iKdlwvTyGudyy9++H0GDhzodSzZiwoTIiIi0tQ5rwPI10tPT2f06NGMHj2atWvXMm/ePObOe4mSglcgkkV162OpyesJgYjXUb3j6vEXFxLe8hn+ko34fD5OP/10zjvvPE477TT1e5ekYmacffbZ9OvXjwceeIA5L73EZ0VhbuhVQuu05Bp7YmO5jwc+a8H6Uh8TJkzgmmuuIT093etY8m/0CiciIiJNnVpMNCFdu3bl+uuv55prruHtt9/m2ZkzWfbhEiIbP6S6VXdq2x5PfXoKNa2OVhPcXkBk27+gqoRWubmMv/pqRo8erSbmkvSysrK47bbb6NevH7/+1S/58RI/Vx9bSr82NV5HA+CNTWH+uiKTSEYWd9/9Q04//XSvI8kBqDAhIiIiTd0zXgeQQxcIBDjzzDM588wzWbVqFc899xwvzZ9P7fYV1GW1o7rdifFuHs2z7mTVpYQ2f0x4x0pcXZTeJ57IxAsv5IwzzlDrCGlyhg0bxvHHH8/Pf/4zfv/JCiZ0q2DcUZWePX3rHTyxMp3569M4pc/J/OjHd9C6dWtvwshB0aueiIiIJCUz+z1f003DOXdT/PcvEhZKGkX37t35/ve/z7Rp05g7dy7PzJjB9oKXcRmtqWp3EtGWXZtNgcKqiglv+ojgji/w+4zhw4dz4YUX0qNHD6+jiRyRDh068Ic/PMAvf/lLZi5YwJZKP1cdV0YwweNOVNfB/36axQfbQ1x44YXccMMN+P3+xIaQQ6bChIiIiCSrJfHfg4BewFPx5UnAUk8SSaPKyspi8uTJTJgwgVdeeYW//u1vbPriNVx6y1iBolW3JjtQpq9iJ6FNywjuXE0wFGLshPFMnjyZNm3aeB1NpMEEg0Fuv/12OnXqxMMPP8zOaj//cWIxkQR96iyrNX65rAVrSwPcdNONTJgwITEPLEdMhQkRERFJSs656QBm9i1gqHOuNr78J2CBh9GkkQWDQUaNGsW5557LwoULmf7Xv7Ju1T9wmz+mslM/6lp09DriQbOacsIb3ie4vYBwJMKESy5h0qRJtGrVyutoIo3CzLjiiito164d99x9N7/+qAW3nFxMuJEbLZTVGvd+mMPGqhB33vVfmnWjiVFhQkRERJJdByAL2Blfzoyvk2bO7/czbNgwhg4dyj/+8Q/++Kf/Y+uK+dS16ERVp37Up7f0OuKB1dUS2vwxkS2f4DOYOHkyU6ZMITs72+tkIglx7rnn4vf7uevOO/nVssYtTpTXGv+zLF6UuPMu+vfv3zgPJI1GhQkRERFJdvcAH5jZ6/Hls4CfeRdHEs3n8zF06FAGDRrErFmzeHT6dPyfzaKm9bFUd8qHQMjriF9yjsDOVaQXLsbVVDBk6FCmTZtG+/btvU4mknDDhg0D4K477+R/P83i5hNL8TXwcDG19XDfx9lsqAhy510qSjRVKkyIiCSZxxetO6z9Lu3fpYGTiCQH59wjZjYP6E9sMMzbnHObPY4lHgiFQlx00UWMHDmS6dOnM3PmTEIl66nofDp1Lb1/DbTqMiJr3yZQXEjPY4/jpptu5IQTTvA6loinhg0bRnFxMb/73e94YmU6U3pUNNixnYOH/5XJ8qIAd9zxQxUlmjAVJkRERKQpOA0YHL/tgOc9zCIey87O5sYbb2T48OHcc8+9rFn5CrUtu1HddQAumJb4QM4R3PYv0gqXEPT7mPbd7zJ+/HjNBCASN2HCBAoLC5k5cyYdM+oY0qH6gNt2yYwe9HFfXBfhrc1hrrrqqj2tM6RpUmFCREREkpqZ3QP0Ax6Lr7rJzAY65273MJYkgeOOO44///lBnnjiCab/9a8EP9tCRbezqMtOYLeJaDVpq/9JoGg9p5x6Kj+45RZ12xDZj+985zusW7uGv334PsdkR+mUWbff7S7reXAtKgqKA8xYlcGQIUO4/PLLGzKqeKBpzrckIiIiqWQ0MNw597Bz7mFgJHCex5kkSQSDQa644gr+/OCDdGzTivQVLxHauCzWxruR+cq2kfXZbMKlG7npppv49a9+paKEyAH4/X5u/+GPyMjM5oHPsqnef13ioJTXGv/7WQvatmnDLbfcglkDD1whCafChIiIiDQFOXvdbuFZCkla3bt3588PPsjQIUMJb1hKWsErUFfbaI8X3LacjOUvktcinQceeIAJEybow5HIN8jNzeVHP76DDWU+Zq1OP+zjPLEynV3VPn7ys5+TmZnZgAnFKypMiIiISLK7m9isHI+a2XRgKfALjzNJEkpPT+cnP7mDm2++mVDpBjKWz8NqKxv2QZwjtOEDImveot+p+fzloYc47rjjGvYxRJqxfv36MWrUKOatT2Nd6aGPw/KvXQH+uSnC5MmTOf744xshoXhBhQkRERFJas65J4ABwMz4z+nOuSe9TSXJyswYP348d955J+HaEjKXz8WqShrm4K6e8Nq3CW/8gJEjR3L33b8gOzu7YY4tkkK+/e1vk52VxaMrsg6p11VdPTy6Ipv2bdswderUxgsoCafChIiIiDQF/YAzic3M0c/jLNIEDBw4kPt++1sy/PVkrngJqy47sgM6R3jN24S2LWfKlCnceuutBAIaR17kcGRnZ3PNtOtYWezn/e3Bg97vzc1hNpYbN3z3RiKRSCMmlERTYUJERESSWnxWjpuBz+I/N5nZ3d6mkqbghBNO4L7f/oY0Xz2ZBQuw2qrDPlaocAmh7Su4/PLLufbaazWehMgRGjlyJJ07deSZVVnU1X/z9jV18NyaTHodfxxnnHFG4weUhFJhQkRERJKdZuWQw9ajRw/uuedugtFy0le+DPXRQz5GcMunhDd/zNixY7nqqqsaIaVI6gkEAlx9zbVsLDeWbg994/Zvbg6zswqunXadCoPNkAoTIiIi0hRoVg45bCeffDI/+clP8JVtI7x+8SHt6yvbSmT9YgYNGsTNN9+sD0QiDWjw4MG0b9eW+eu/foaOegcLCjPo2eMY+vTpk6B0kkgqTIiIiEiya7RZOczMb2YfmNkL8eVuZrbIzArM7Ckz++av8aRJGDx4MBdddBGhrZ8T2Lnq4HaKVpOxaiFt27bh9ttvx+8/9BkEROTA/H4/EyddREGxn1UlB35+fbIzyMZy46LJF6s42Ex5VpjQGwERERE5GI08K8fNwOd7Ld8L/NY51wPYBVzdQI8jSWDatGkce9xxpK9756DGm4isW4Q/WsnPf/YzMjMzE5BQJPWMGDGCYDDAW5vDB9zmzc1hsjIzOOussxKYTBLJyxYTeiMgIiIiB2RmfXf/AO2BQmA90CG+7kiP34nYWBUPxZcNOBuYEd9kOnDBkT6OJI9AIMBtt96K1dUS2rD0a7f1lW4huGMlkydP5rjjjktQQpHUk5mZycCBg3h3axrR/QyCWRmF97eHOXvYOQSDBz+DhzQtnhQm9EZAREREDsKv9/r51V4/u5eP1H3AfwK73wrnAkXOud2jIxYCHRvgcSSJdOvWjQkTJhDathxfxY79b+Qcaevfo1VuLpdddlliA4qkoHPOOYfSGlhR9NUpeD/aEaKmDoYNG+ZBMkkUr1pM6I2AiIiIfC3n3FDn3FBis3K8CBQDRcCc+LrDZmZjgK3Oub2/Nt9fx2V3gP2nmdkSM1uybdu2I4kiHpg6dSqRtDRCmz7e7/3+ko34yrdxzdVXk57+9YPyiciRO/XUUwkG/Czb+dXe/B/tCJKVkUGvXr08SCaJkvDChN4IiIiIyCGaDhwP/A74ffz2X4/wmIOAsWa2BniSWMvN+4AcM9v9lV0nYOP+dnbOPeicy3fO5efl5R1hFEm0rKwsxp5/PsFdq7Hqsq/cH9ryCTk5LTnnnHM8SCeSetLT0zn55D58tHPfcSacg4+LIuSfdhqBwFdbU0jz4UWLCb0REBERkUNxrHPuGufc6/GfacCxR3JA59ztzrlOzrmjgIuB15xzU4DXgYnxzaYCs4/kcSR5TZgwAQOC21fss96qywgUb2DChPGEQhqLXSRRTu7Thw1lPsprv/zOeluVj6IqNEVoCkh4YUJvBEREROQQfWBmA3YvmFl/4K1Geqxbgf9nZiuJdTX9SyM9jnisXbt29D7xREJF66hPb0V9eisAArvWAKi1hEiC7e6q8UXJly0jVhbHbp9wwgmeZJLE8XJWjn+nNwIiIiKyh5l9bGYfAf2Bt81sjZmtBt4Bzmyox3HOLXTOjYnfXuWcO805d4xzbpJzrrqhHkeSz5CzzsIqdlLT5niqu8RqX6GitXQ/+mg6dOjgcTqR1LJ79ps1pV8WJlaXBggFg3Tr1s2rWJIgnnbUcc4tBBbGb68CTvMyj4iIiCSVMV4HkOatf//+/P73vydQupnaSAuoj+Ir28aA8zX6v0iiZWRk0CavNRvKN+xZt6HcT9euXfH7/R4mk0TQCCIiIiKSlJxza73OIM1bx44dyczKprZsK7V5x+Iv3w6unt69e3sdTSQldet+NBs/27pneVNliL5qLZESkqkrh4iIiIhIwpgZJ/Q6nkDFDgB85bHfu5uUi0hidejQgW1VsdYRtfWwszJWQJTmT4UJEREREUlZXbp0wVddAs7hqy4mPSODli1beh1LJCW1a9eOilpHea2xs8qHi6+T5k9dOUREREQkZXXs2BFXF8VqK/FVldKxQwfM7Jt3FJEG17ZtWwB2Vvsoi08bmpeX52UkSRC1mBARERGRlLX7Q4/VVhCIVu75YCQiibe7tVJxjY/imthH1dzcXC8jSYKoxYSIiIiIpKycnBwArLYSi1apG4eIh74sTBhltb591knzphYTIiIiIpKysrOzAbBoNa62as+yiCReixYtACivjXXlMDOysrI8TiWJoMKEiIiIiKSs9PR0AKyuGlw9aWlpHicSSV2ZmZmYGWW1Rnmtj8yMdHw+fWRNBerK8W8eX7TusPa7tH+XBk4iIiIiIo0tEokAsa4cey+LSOL5/X7S0yJURCsojxpZmZleR5IEUflJRERERFJWMBgEwOpqAQiFQl7GEUl5GRnpVESNiqiRocJEylBhQkRERERSViAQa0Bs9VHgy0KFiHgjIyOTyqiPyqiRkanxJVKFChMiIiIikrJ8Pl+sD3u8MOH3+z1OJJLa0jMyqKyDqnr/njFgpPlTYUJEREREUpr5fFBfD6gwIeK19PQMqur8VNX5VJhIISpMiIiIiEhK8/l8mKvbc1tEvJOWlkZ1vY+qOtMsOSlEr7wiIiIiktL8Pj+4WIsJFSZEvJWWlkZVnVEddSpMpBC98oqIiIhISouNMaEWEyLJYE9hog4VJlKIXnlFREREJKX5/P49XTk0xoSIt9LS0iivcQBEIhGP00iiqDAhIiIiIiktEPDvaTGxe/pQEfHG3q0kVJhIHSpMiIiIiEhK8/sDWH1t/LZaTIh4ae9ihLpypA4VJkREREQkpYVCQaiLxm+HPE4jktrC4fCe22oxkTpUmBARERGRlBYMhrC66vjtoMdpRFLb3oWJvW9L86ZOdCIizcTji9Yd1n6X9u/SwElERJqWcDiEudhge2oxIeItFSZSk1pMiIiIiEhKS9urubiajot4a+9ihAqFqUOFCRERERFJaXsXI/QNrYi39i5GqDCROlSYEBERkZRjZp3N7HUz+9zMPjWzm+PrW5nZy2ZWEP/d0uus0vg0C4BI8th7ZhxN35s6VJgQERGRVBQFvu+cOx4YAHzHzHoBtwGvOud6AK/Gl6WZU4sJkeSxdzFChYnUocKEiIiIpBzn3Cbn3Pvx26XA50BHYBwwPb7ZdOACbxJKIu1uJREMBvf5tlZEEs/n8+33tjRv+p8WERGRlGZmRwGnAIuAts65TRArXgBtvEsmibK7MBGOqBuHiNfMzOsI4gEVJkRERCRlmVkm8CzwPedcySHsN83MlpjZkm3btjVeQEmI3V05NNCeiPfq6+v33HbxaXyl+VNhQkRERFKSmQWJFSUec87NjK/eYmbt4/e3B7bub1/n3IPOuXznXH5eXl5iAkuj2V2Y8Pn0Ta2I1+rq6vbcjkajHiaRRFJhQkRERFKOxdoK/wX43Dn3m73umgNMjd+eCsxOdDZJvN2FCZUlRLxXW1u739vSvGmYUxEREUlFg4DLgY/N7MP4uh8C9wBPm9nVwDpgkkf5JIF2z8Shvu0i3isvL99zu6KiwsMkkkgqTIiIiEjKcc69yYG/IB+WyCzivWAwCKgwIZIM9i5G7F2kkOZNXTlEREREJKXtLkxooD0R7+3cuXPP7V27dnmYRBJJLSZEmrHHF63zOoKIiEjS8/li39WpxYSI93bu3EnQB7X1+xYppHlTYUJEREREUpoKEiLJY/PmzbRJd5TWGps3b/Y6jiSIChMiTYBaPoiIiDQedeEQSR5r16ymfVoNmQE/a9eu8TqOJIjGmBARERGRlKYpCUWSQ3V1NRs3baZDeh0d0qOsXbNGhcMUocKEiIiIiKS06upqQC0nRLxWUFBAfX093bKjdMuOUlZeQWFhodexJAFUmBARERGRlFZWVgZAvQoTIp765JNPAOjRIkqPFtF91knzpsKEiIiIiKS0oqIiAGpr1KVDxEtLFi+mfYYjO+Ron15HdhgWL17sdSxJABUmRERERCSlbd26FYCSkuI93TpEJLHKysr48MMPOSW3CgCfwcmtqlj07jtEo1GP00ljU2FCRERERFLamrVrgdgYExs2bPA4jUhqeuedd4jW1dG3dc2edX1b11BeUcn777/vYTJJhIQXJsyss5m9bmafm9mnZnZzfH0rM3vZzAriv1smOpuIiIiIpJZoNMq6teuIZrUDYPXq1R4nEklN8+bNJS/NcUyLL1tHnJRbS2YI5s2b52EySQQvWkxEge87544HBgDfMbNewG3Aq865HsCr8WURERERkUZTUFBAdXUVtXnHYv4gy5Yt8zqSSMrZtGkT77//AYPbVeKzL9cHfTCwTSVvvvHPPWPBSPOU8MKEc26Tc+79+O1S4HOgIzAOmB7fbDpwQaKziYiIiEhq2d1EvC67A7WZ7Vi8ZKnHiURSz3PPPYfPYHD7r47xMqRDNbXROl544QUPkkmieDrGhJkdBZwCLALaOuc2Qax4AbTxLpmIiIiIpILXXn8dl9EaF0wj2qIjmzZuYOXKlV7HEkkZpaWlPD9nNgPaVJMbqf/K/Z0y6zixVS3PznhGg9M2Y54VJswsE3gW+J5zruQQ9ptmZkvMbMm2bdsaL6CIiIiINGsrV67ki5Urqc49GoBoq+7g8/HSSy95nEwkdcyaNYvKqmpGdak84Daju1Swq6hYz81mzJPChJkFiRUlHnPOzYyv3mJm7eP3twe27m9f59yDzrl851x+Xl5eYgKLiIiISLPz/PPPg/mItooVJlwwQm2LLsx7aT4VFRUepxNp/srKynj6qSfp07qGrll1B9yuV8soR7eo4+9/+ys1NTUH3E6aLi9m5TDgL8Dnzrnf7HXXHGBq/PZUYHais4mIiIhIati6dSsvvPgiNa2PwQUje9bXtOtNeVkpc+bM8TCdSGqYOXMmpWXljD/q6wuBZjDhqHK2bd/B3LlzE5ROEsmLFhODgMuBs83sw/jPaOAeYLiZFQDD48siIiIiIg3u8ccfp66unpr2J++zvj6zDXUtOvLY40+o1YRIIyopKeHJJ56gb+saumUfuLXEbr1b1dIzJ8rf/jpdY000Q17MyvGmc86ccyc55/rEf+Y653Y454Y553rEf+9MdDYRERERaf7Wrl3LnDnPU9O6By6c9ZX7qzqcQmlJMU888YQH6URSw9NPP01lZSUXdj+4AqAZTOxWzo6du5g9W43rmxtPZ+UQEREREUkk5xy//8MfcL4ANR377neb+sw21LY6mieeeJJNmzYlOKFI81dUVMSMZ57htDbVdM785tYSux3XMkrvVrU89ve/UVl54MEypelRYUJEREREUsY777zDksWLqWx/Mi6YdsDtqjvnU+ccDzzwQALTiaSGGTNmUF1dzQXdDr24ML5bBcUlpbzwwguNkEy8osKEiIiIiKSE6upq7v/d73BpOdS26fW127pQBlXtTubNN99k8eLFCUoo0vyVlpYy89kZ5OdV0zHj4FtL7NajRZTjW0Z54vHHNNZEM6LChIiIiIikhKeeeootmzdT2WUA+L75bXBNu96Qls19999PNBpNQEKR5m/BggVUVFYxpuvhd8UY06WCnbuKeOONNxowmXhJhQkRERERafaKi4t5/IknqM3pQl12h4PbyeenotNpbCgs5KWXXmrcgCIpwDnHnFnP0T277qBm4jiQE1rV0jbdMWf2rAZMJ15SYUJEREREmr2nn36aqspKajqeekj71bXoTH1mGx6dPp2amppGSieSGpYvX87a9YUM7XBkA1f6DIa0r+Cjjz9hw4YNDZROvKTChIiIiIg0a1VVVcx49llqW3WjPr3loe1sRlWHU9i+bRsLFy5slHwiqWLRokUY0Lf1kRf58vNix3jvvfeO+FjiPRUmRERERPZiZiPNbLmZrTSz27zOI0du8eLFVFdVUZt37GHtX5fdAcKZvP76woYNJpJiFi16l+4t6sgKuSM+Vtv0etqkO957b1EDJBOvqTAhIiIiEmdmfuABYBTQC7jEzL5++gZJegsXLsSCEeqy2h3eAcyoyenKe4vfo7y8vGHDiaQI5xyrvljF0VkN1yXqmKwaVq1c2WDHE++oMCEiIiLypdOAlc65Vc65GuBJYJzHmeQIrVz5BTUZbcAO/61vXVY76qJR1q9f34DJRFJHSUkJVdXVtE6rb7Bjto7UsW3HTs2a0wyoVARQtAAAIABJREFUMCEiIiLypY7A3p88C+Pr9mFm08xsiZkt2bZtW8LCyeEpLinBBSJHdIzd+5eUlDREJJGUs2PHDgByQg1XmMgJ11NfX09xcXGDHVO8ocKEiIiIyJdsP+u+0hnaOfegcy7fOZefl5eXgFhyJCorK8AXOKJjuPj+FRUVDRFJJOWEw2EAog1Xl6C23vY5tjRdKkyIiIiIfKkQ6LzXcidgo0dZpIF07tQZX1XRER1j9/6dO3f+hi1FZH/S09MBqIg23EfQqrpYYSItLa3BjineUGFCRERE5EuLgR5m1s3MQsDFwByPM8kR6tmzB8HKneAOfyYAf/kOAoEgXbt2bcBkIqkjOzubtEiYTRX+BjvmxnI/bfJa4/c33DHFGypMiIiIiMQ556LAd4H5wOfA0865T71NJUfq1FNPxdVW4S85zMYvrp5Q0RpOOulEAoEj6xIikqr8fj/HHd+LVaXBBjvmF6Vhju91QoMdT7yjwoSIiIjIXpxzc51zPZ1zRzvn7vI6jxy5wYMHk90ih9DWzw9r/0DROqguY/z48Q2cTCS1nHjiiawt9VNas7/hfA7Nlgof2yuhd+/eDZBMvKbChIiIiIg0a6FQiHFjzydQtA5fxc5D29k5wps/oXVeHqeffnrjBBRJEUOGDKHewaKtoSM+1jtbwpjBWWed1QDJxGsqTIiIiIhIszdx4kTSMzKIFC4+pP0CO1fjK9vKVVdeqW4cIkeoe/fudO92FG9uPrLBKusdvLUljT4n96FNmzYNE048pcKEiIiIiDR7LVq04FtTp+Iv3oC/uPDgdqqPkrZxKUd1686IESMaN6BIihhz/lhWlfgpKD78Qt+H24NsqTDOGzOmAZOJl1T2FRFJcY8vWndY+13av0sDJxERaVzjx4/nuVmz2bR+EaVZ7cH39SP5hzZ9DFWl3HTjzzXqv0gDGTVqFI88/Bfmrq3h5pNKD+sYc9en07ZNHkOGDGnYcOIZtZgQERERkZQQDAb53s03QWUxoc2ffO22Vl1KZPPHDBkyhL59+yYooUjzl5aWxvgJF7J0e4h1ZYde8Pt8V4AVRQEumnyxulc1IypMiIiIiEjK6N+/P4MGDSKyeRlWU3HA7SLrFxMKBrjhhhsSmE4kNUycOJH0tDSeW5V+SPs5BzNXZ5DbqiVj1I2jWVFhQkRERERSyg033IAPR2jj+/u931e6hcCuNVx66SUaWE+kEWRnZ3PR5Mks3R5iVcnBt5r4dFeQ5UUBLrv8CsLhcCMmlERTYUJEREREUkrHjh254IILCG0vwFdZtO+dzpG2YQk5LVtx0UUXeRNQJAVMmjSJrMwMZq7OOKjtnYMZqzJok9ea8847r5HTSaKpMCEiIiIiKefyyy8nGAwS3PzxPuv9ZVvwlW7hW1OvIC3tyKY0FJEDy8jI4JJLp/DRjiArir55rIgPdwRZVeJn6reuJBQKJSChJJIKEyIiIiKScnJycjhv9GhCO1dhtV+ONRHa8gmZWVmMHDnSw3QiqWH8+PHktMhm1pqvH2vCOXhuTSYd2rfT1L3NlAoTIiIiIpKSJk6cCPV1BLcXAGA1FQR2reOCceOIRCIepxNp/tLS0ph88SV8sjPIFyUHbjXx8c4ga0p8XHb5FZqJo5lSYUJEREREUlKnTp047rjjCO1aC0Bg1xoAhg8f7mEqkdQybtw4sjIzeGHNgbtOPb82nbzWuXpuNmMqTIiIiIhIyhoyZAhWvp3Mz2YR2fgBnbt0oWvXrl7HEkkZ6enpjLtgPO/vCLGt8qsfT9eW+lleFGDSRZMJBoMeJJREUDsYkQR6fNE6ryOIiIjIXkaOHElBQQFVVVUAjBo1yuNEIqln7NixPP7YY7y2IcLkYyr2ue+VwgjhcEjPzWZOhQkRERERSVk5OTnccccdXscQSWlt2rTh9IEDeWvJW0w6ugKfxdZX18G72yIMO/ccsrKyvA0pjUpdOURERERERMRTw4cPp6gaPt/15XfnH2wPUR3VuC+pQC0mRETksBxu16RL+3dp4CQiIiLS1J1++umkRcIs2hrmhFZRAN7bGiK3ZQ4nnXSSx+mksanFhIiIiIiIiHgqHA6T3+80Pt4VwTmoq4dPi8IMGDgIv9/vdTxpZGoxISIiTcLhtNBQ6wwREZGmIz8/nzfeeINHl2dQU29U1sbWSfOnFhMiIiIiIiLiuYEDB9ImrzWLi1uxrLQlHTt0UGEiRajFhIiIiIiIiHguLy+Pp5+Z4XUM8YAKEyKH4XAH/RMREREREZF9qSuHiIiIiIiIiHhGLSZERCShEtniSFOaioiIiCQ/tZgQEREREREREc+oMCEiIiIpxcx+aWb/MrOPzOw5M8vZ677bzWylmS03sxFe5hQREUkV6sohSSeRTa81iKWISEp6GbjdORc1s3uB24FbzawXcDFwAtABeMXMejrn6jzMKiIi0uwlXYsJMxsZ/5ZipZnd5nUeERERaV6ccwucc9H44rtAp/jtccCTzrlq59xqYCVwmhcZRUREUklSFSbMzA88AIwCegGXxL+9EBEREWkMVwHz4rc7Auv3uq8wvk5EREQaUbJ15TgNWOmcWwVgZk8S+/biM09TpTiNai8iqSbR3bz0etnwzOwVoN1+7vqRc252fJsfAVHgsd277Wd7d4DjTwOmAXTpov8/ERGRI5FshYn9fVPR36MsIiIi0kQ55875uvvNbCowBhjmnNtdfCgEOu+1WSdg4wGO/yDwIEB+fv5+ixciIiJycJKtMPGN31Ts/Q0FUGZmyxs4Q2tg+6HuNKWBQySRwzofkPhzkqDHO+zz0UzpfOxL52NfOh/7OuD5aKTXr66Nc9imz8xGArcCZznnKva6aw7wuJn9htjglz2A977peEuXLt1uZmsbJawkkl6zRJKHno/Nx0G9H0m2wsQ3flOx9zcUjcHMljjn8hvr+E2Nzse+dD72pfOxL52Pfel87EvnI6n8AQgDL5sZwLvOueudc5+a2dPEupBGge8czIwczrm8Rk0rCaHnqEjy0PMx9SRbYWIx0MPMugEbiE3Zdam3kURERKQ5cc4d8zX33QXclcA4IiIiKS+pChPx+cS/C8wH/MDDzrlPPY4lIiIiIiIiIo0kqQoTAM65ucBcDyM0WjeRJkrnY186H/vS+diXzse+dD72pfMhktz0HBVJHno+phj7ciBqEREREREREZHE8nkdQERERERERERSlwoTcWY20syWm9lKM7vN6zyJZmadzex1M/vczD41s5vj61uZ2ctmVhD/3dLrrIlkZn4z+8DMXogvdzOzRfHz8ZSZhbzOmEhmlmNmM8zsX/Fr5fRUvUbM7D/iz5VPzOwJM4uk2vVhZg+b2VYz+2Svdfu9Hizmd/HX2I/MrK93yRvHAc7HL+PPl4/M7Dkzy9nrvtvj52O5mY3wJrWIgN4HiiSL/f0tldSgwgSxD5/AA8AooBdwiZn18jZVwkWB7zvnjgcGAN+Jn4PbgFedcz2AV+PLqeRm4PO9lu8Ffhs/H7uAqz1J5Z37gZecc8cBJxM7Nyl3jZhZR+AmIN8515vYYL0Xk3rXx6PAyH9bd6DrYRTQI/4zDfhjgjIm0qN89Xy8DPR2zp0ErABuB4i/vl4MnBDf53/jf4tEJMH0PlAkqTzKV/+WSgpQYSLmNGClc26Vc64GeBIY53GmhHLObXLOvR+/XUrsA2dHYudhenyz6cAF3iRMPDPrBJwHPBRfNuBsYEZ8k1Q7H9nAmcBfAJxzNc65IlL3GgkAaWYWANKBTaTY9eGc+yew899WH+h6GAf81cW8C+SYWfvEJE2M/Z0P59wC51w0vvgu0Cl+exzwpHOu2jm3GlhJ7G+RiCReyr8PFEkWB3hvISlAhYmYjsD6vZYL4+tSkpkdBZwCLALaOuc2Qax4AbTxLlnC3Qf8J1AfX84Fivb6kJFq10l3YBvwSLx7y0NmlkEKXiPOuQ3Ar4B1xAoSxcBSUvv62O1A14NeZ+EqYF78ts6HSPLQ81FExGMqTMTYftal5HQlZpYJPAt8zzlX4nUer5jZGGCrc27p3qv3s2kqXScBoC/wR+fcKUA5KdBtY3/i4yaMA7oBHYAMYk2A/10qXR/fJKWfP2b2I2Jd5h7bvWo/m6XM+RBJMno+ioh4TIWJmEKg817LnYCNHmXxjJkFiRUlHnPOzYyv3rK7uXX891av8iXYIGCsma0h1qTzbGItKHLiTfch9a6TQqDQObcovjyDWKEiFa+Rc4DVzrltzrlaYCYwkNS+PnY70PWQsq+zZjYVGANMcV/O0Z2y50MkCen5KCLiMRUmYhYDPeIj6oeIDUg2x+NMCRUfP+EvwOfOud/sddccYGr89lRgdqKzecE5d7tzrpNz7ihi18NrzrkpwOvAxPhmKXM+AJxzm4H1ZnZsfNUw4DNS8xpZBwwws/T4c2f3uUjZ62MvB7oe5gBXxGfnGAAU7+7y0ZyZ2UjgVmCsc65ir7vmABebWdjMuhEbFPQ9LzKKiN4Hioh4zb788ia1mdloYt+I+4GHnXN3eRwpoczsDOAN4GO+HFPhh8TGmXga6ELsw9gk51xKDUhjZkOAW5xzY8ysO7EWFK2AD4DLnHPVXuZLJDPrQ2ww0BCwCriSWIEz5a4RM/s5MJlY8/wPgGuI9UlOmevDzJ4AhgCtgS3AT4FZ7Od6iBdw/kBspO0K4Ern3BIvcjeWA5yP24EwsCO+2bvOuevj2/+I2LgTUWLd5+b9+zFFJDFS/X2gSLLY399S59xfPA0lCaHChIiIiIiIiIh4Rl05RERERERERMQzKkyIiIiIiIiIiGdUmBARERERERERz6gwISIiIiIiIiKeUWFCRERERERERDwT8DqAiIiIiIgIgJnlAq/GF9sBdcC2+PJpzrmaRnjMvkAb59xLDX1sETk4ajEh0gSZ2VFm9sl+1i80s/wGOP63zOwPR3ocERERkUPhnNvhnOvjnOsD/An47e7lgylKmJn/MB62LzDyMPYTkQaiwoSINAozS1iLrMN8EyIiIiJNiJk9b2ZLzexTM7smvi5gZkVmdqeZvQecZmZjzWy5mb1hZr83s1nxbTPN7FEze8/MPjCz880sDfgJMMXMPjSziR7+E0VSlgoTIk1XwMymm9lHZjbDzNL3vtPMLjGzj83sEzO79yDWX2lmK8zsH8Cgr3vg+B/1P8X/4K8wszHx9d8ys2fM7HlgQXzdD8xscTznz+PrMv4/e3ceH1V973/89cmeEPZ9RxARFK2KitqqLWpBURBcEEVECq71elt7a6t1669Wq7d6tWpVQEVZBQQUQRax7sgqiiuoQADZlyQz2WY+vz8ysamCrMmZybyfj8c8cubk5MwbHi6T93wXM5thZh/GclwaO3+fmX0Su/bBSq91UaXXLoh9PdPM5pvZWOCj2LkrYm82lpnZkyosREREapTB7n4CcCLwGzOrHztfF1ji7icBHwKPA+cAp1M+HaTCHcCs2HW/AP4XcOAeYExsVMak6vmjiEhlWmNCJHF1Aoa6+ztmNgq4vuIbZtYCuB84AdgOzDazvsAHezi/ALg7dn4nMB9YupfXbwecAXQA5pvZ4bHzpwDHuPs2MzsH6AicBBgw3cxOBxoD6939vFjeumbWALgQONLd3czq7cPfwUnA0e7+tZl1Bi4FTnP3UjN7HLgcGL0P9xEREZH4999mdkHsuBXl70GWASXAS7HzXYDP3X01gJmNA66Mfe8coJeZ3Rp7ngW0qY7gIvLjVEyIJK617v5O7PgF4KZK3zsReMPdNwOY2RjKPzXwPZzne+cnAEfs5fUnunsU+NLMvgKOjJ2f4+7bYsfnxB4VJUcu5UXFW8CDsREbr7j7W7GpH0XACDObAbyyD38HH7j717HjHpQXKwvNDCAb2LQP9xAREZE4Z2ZnUf6epbu7h83sbcqLBYCwu3vFpT92G6Cvu6/63r1P38P1IlJNNJVDJHH5jzzf0/+Uf+x/1t+/34G+fuH3Xu+vlRatOtzdR7r7F5SXCB8BfzWzO9y9jPIREJOBvkDFythlxP5bZeWNQ0al+3//tZ6r9Fqd3P2u/fwziYiISHyqC2yLlRJHUf4hzO6sADqZWevY+4ZLK33vNSp9kGNmx8UO84HaVZBZRPaRigmRxNXGzE6JHV8GvF3pewuAM8ysUWydhcuAf+3l/Jlm1tDM0oGL9+H1LzazFDPrALQHPt/NNa8BV5tZLoCZtTSzJrGpJiF3fwF4EDg+dk1dd38VuBn4Sewe31BeYgD0AdL3kGcecJGZNYm9VgMza7sPfw4RERGJfzOAHDP7kPK1Ihbs7iJ3DwE3AnMpH6G5nvJpqlA+bTUnttbWCuCu2PnXgWNjC2Jq8UuRAGgqh0ji+hQYbGZPAl8CTwDnA7j7BjP7A+VrRRjwqrtPA/iR83cB7wEbgCXA3haO/JzyUqMpcK27F8WmUHzH3WfH1n54L/a9AuAK4HDgATOLAqXAdZR/UjHNzLJi2f47dpunY+c/oLx8KGQ33P0TM7ud8nUzUmL3vQFYvZc/h4iIiMShyiMf3b0I+OUeLv3+ulRz3b1TbMTEk8Ci2D0KgWG7eZ3NwEFvty4iB87+PR1LRGTfmNmzlK8NoZWrRUREJK6Y2e8oXwA7k/JSYlis2BCROKUREyIiIiIiUmO4+wPAA0HnEJF9p2JCRPbIzG7jh+tNvOjuVwUQR0REREREaiBN5RARERERERGRwGhXDhEREREREREJjIoJEREREREREQmMigkRERERERERCYyKCREREREREREJjIoJEREREREREQmMigkRERERERERCYyKCREREREREREJjIoJEREREREREQmMigkRERERERERCYyKCREREREREREJjIoJEREREREREQmMigkRERERERERCYyKCREREREREREJjIoJEREREREREQmMigkRERERERERCYyKCREREREREREJjIoJEREREREREQmMigkRERERERERCYyKCREREREREREJjIoJEREREREREQmMigkRERERERERCYyKCREREREREREJTFrQAQ5Go0aNvF27dkHHEBERiTuLFy/e4u6Ng86RDPR+REREZPf29f1IQhcT7dq1Y9GiRUHHEBERiTtmtjroDMlC70dERER2b1/fj2gqh4iIiIiIiIgERsWEiIiIiIiIiARGxYSIiIiIiIiIBEbFhIiIiIiIiIgERsWEiIiIiIiIiARGxYSIiIiIiIiIBEbFhIiIiIiIiIgERsWEiIiIiIiIiARGxYSIiIiIiIiIBEbFhIiIiIiIiIgERsWEiIiIiIiIxI2HH3qIp59+OugYUo3Sgg4Qb8YuWHNAPzfw5DaHOImIiIiIiEjymTptGgDDhg0LOIlUF42YEBEREREREZHAqJgQERERERERkcComBAREREREZG4EI1Gg44gAVAxISIiIiIiInGhtLQ06AgSABUTIiIiIiIiEhdKSkq+O3b3AJNIdVIxISIiIiIiInGhqKjou+PKJYXUbComREREREREJC4UFxfv9lhqNhUTIiIiIiIiEhfC4fB3x5VHT0jNpmJCRERERERE4kLlMkLFRPJQMSEiIiIiIiJxoXIZUXn0hNRsKiZEREREREQkLmgqR3JSMSEiIiIiIiJxoXIxoRETyUPFhIiIiIiIiMQFrTGRnFRMiIiIiIiISFzQiInkpGJCRERERERE4oIWv0xOKiZEREREREQkLhQXF393XFJSEmASqU4qJkRERKTGMrNRZrbJzD6udK6Bmc0xsy9jX+vHzpuZPWJmK81suZkdH1xyEZHkVFxcTE66ARoxkUxUTIiIiEhN9izQ83vnbgXmuXtHYF7sOUAvoGPsMRx4opoyiohITElJCRmpkJoCpaWlQceRaqJiQkRERGosd38T2Pa9032A52LHzwF9K50f7eXeB+qZWfPqSSoiIlBeRqSnOOkppmIiiaiYEBERkWTT1N03AMS+NomdbwmsrXRdXuyciIhUk9LSUlIN0jRiIqmomBAREREpZ7s557u90Gy4mS0ys0WbN2+u4lgiIskjEomQak6KlR9LclAxISIiIslmY8UUjdjXTbHzeUDrSte1Atbv7gbu/pS7d3P3bo0bN67SsCIiySQajZJikKpiIqmomBAREZFkMx0YHDseDEyrdP7K2O4c3YGdFVM+RESkerg74NjuxrBJjZUWdAARERGRqmJm44AzgUZmlgfcCdwHTDSzocAa4OLY5a8C5wIrgRAwpNoDi4gIAL7biXRSU6mYEBERkRrL3S/bw7d67OZaB26o2kQiIvJjzAx3w2PHkhw0lUNERERERETiQmpqKlEg6pCWps/Rk4WKCREREREREYkLqampRNyIRMuPJTlUWTFhZq3NbL6ZfWpmK8zsv2LnG5jZHDP7Mva1fuy8mdkjZrbSzJab2fFVlU1ERERERETiT3p6OmVRKItqxEQyqcoRE2XAb929M9AduMHMugC3AvPcvSMwL/YcoBfQMfYYDjxRhdlEREREREQkzmRkZFAaNUqiTkZGRtBxpJpUWTHh7hvcfUnsOB/4FGgJ9AGei132HNA3dtwHGO3l3gfqVewxLiIiIiIiIjVfRkYG4TLHHRUTSaRa1pgws3bAccACoGnFnuCxr01il7UE1lb6sbzYue/fa7iZLTKzRZs3b67K2CIiIiIiIlKNsrKyKI38+1iSQ5UXE2aWC0wGbnb3XT926W7O/WD3Wnd/yt27uXu3xo0bH6qYIiIiIiIiErDMzMzdHkvNVqXFhJmlU15KjHH3KbHTGyumaMS+boqdzwNaV/rxVsD6qswnIiIiIiIi8aPyKAmNmEgeVbkrhwEjgU/d/e+VvjUdGBw7HgxMq3T+ytjuHN2BnRVTPkRERERERKTmy87O/u44JycnwCRSnapy/5XTgEHAR2a2LHbuj8B9wEQzGwqsAS6Ofe9V4FxgJRAChlRhNhEREREREYkzlYsJjZhIHlVWTLj72+x+3QiAHru53oEbqiqPiIiIiIiIxLfKZUTlkkJqtmrZlUNERERERERkbzRiIjmpmBAREREREZG4oMUvk5OKCREREREREYkLmsqRnFRMiIiIiIiISFzQVI7kpGJCRERERERE4kJGRsZ3x5mZmQEmkeqkYkJERERERETiQuUyIi2tyjaRlDijYkJERERERETigkZJJCcVEyIiIiIiIhIXNEoiOamYEBERERERkbhgZkFHkAComBARERERERGRwKiYEBEREREREZHAqJgQERERERERkcComBARERERERGRwKiYEBEREREREZHAqJgQERERERERkcComBARERERERGRwKiYEBEREREREZHAqJgQERERERERkcComBARERERERGRwKiYEBEREREREZHAqJgQERERERERkcComBAREZGEYuVqBZ1DREREDg0VEyIiIhL3zGy0mdUxsxxgBfC1mf3mIO/532a2wsw+NrNxZpZlZoeZ2QIz+9LMJphZxqH5E4iIiMieqJgQERGRRNDV3XcBfYHZQCvgqgO9mZm1BG4Curn70UAqMAC4H3jI3TsC24GhB5lbRERE9kLFhIiIiCSCDDNLA/oAU929BIge5D3TgOzYfXOADcAvgEmx7z9HeREiIiIiVUjFhIiIiCSCEcAaoD7wLzNrAxQc6M3cfR3wYOyeG4CdwGJgh7uXxS7LA1oeTGgRERHZOxUTIiIiEvfc/SF3b+Hu57i7A2spH91wQMysPuWjLw4DWgC1gF67e+k9/PxwM1tkZos2b958oDFEREQEFRMiIiKSAMzsRjOrEzt+ElgA/OwgbnkW8LW7b3b3UmAKcCpQLza1A8rXsVi/ux9296fcvZu7d2vcuPFBxBAREREVEyIiIpIIhrv7LjM7h/LpFdcBfzuI+60BuptZjpkZ0AP4BJgPXBS7ZjAw7SBeQ0RERPaBigkRERFJBBVTKnoBz7j7Yg7ifYy7L6B8kcslwEexez0F/B74jZmtBBoCIw8mtIiIiOxd2t4vEREREQnch2b2KnAEcJuZ5bKH9R/2lbvfCdz5vdNfAScdzH1FRERk/6iYEBERkUQwBDgBWOnuITNrBAwNOJOIiIgcAprKISIiInHP3SNAe8rXlgDIRu9jREREagT9D11ERETinpn9A/g5cEXsVCHwz+ASiYiIyKGiqRwiIiKSCE519+PNbCmAu28zs4ygQ4mIiMjB04gJERERSQSlZpZCbMFLM2sIRIONJCIiIoeCigkRERFJBI8Bk4HGZnY38DZwf7CRRERE5FDQVA4RERGJe+4+2swWA2cBBlzs7h8HHEtEREQOARUTIiIikig+ATYTe/9iZi3cfX2wkURERORgqZgQERGRuGdm1wP3AFuBCOWjJhzoEmQuEREROXgqJkRERCQR/Abo7O6bgw4iIiJVJxrVusbJSItfioiISCLIA7YFHUJERKpWSUlJ0BEkABoxISIiIolgJfC6mb0CFFecdPdHgoskIiKHWlFR0XfH0WiUlBR9lp4MVEyIiIhIItgQe9SpdM4DyiIiIlWkcjFRXFxMdnZ2gGmkuqiYEBERkUTwtLuvqXzCzI4PKoyIiFSNysVEOBxWMZEkNC5GREREEsEUM2te8cTMTgNGB5hHRESqQGFh4XfHoVAowCRSnVRMiIiISCK4AZhmZk3M7JfA48B5AWcSEZFDLBwOf3esYiJ5aCqHiIiIxD13X2BmvwHmACXAOe6+MeBYIiJyiBUUFHx3XHn0hNRsKiZEREQkbpnZS/znIpc5wA7gCTPD3fsFk0xqmnA4TFZWFmYWdBSRpFa5mKh8LDVblRUTZjYK6A1scvejY+fuAoYBm2OX/dHdX4197w/AUCAC3OTur1VVNhEREUkY/wg6gNR827dv58ILL+Tqq6/myiuvDDqOSFKrXEbk5+cHmESqU1WuMfEs0HM35x9y95/EHhWlRBdgAHBU7GceN7PUKswmIiIiCcCmenmFAAAgAElEQVTd57n7POBL4J1Kz98Fvgg2ndQU27dvB2DGjBkBJxGRXbt2fXesYiJ5VFkx4e5vAtv28fI+wHh3L3b3r4GVwElVlU1EREQSzhQgWul5FJgcUBapYUpKSgBw971cKSJVbdeuXdTNNFLtP0sKqdmC2JXjRjNbbmajzKx+7FxLYG2la/Ji50REREQA0ty9pOKJuxcDmQHmkRqkopgQkeDt3LmT3PQouRnGzp07g44j1aS6i4kngA7AT4ANwP/Gzu9ulaHdVtZmNtzMFpnZos2bN+/uEhEREal5tprZuRVPzKw3+z4yU+RHFRUVAWjhS5E4sGP7duqklVE7PcKOHTuCjiPVpFp35ai8rZeZPQ28EnuaB7SudGkrYP0e7vEU8BRAt27dNN5OREQkOVwHjDWzx2LPNwNXBJhHapCKYkJTOUSCt2PHNppnRDGD7dvUPyeLai0mzKy5u2+IPb0Q+Dh2PJ3yNxt/B1oAHYEPqjObiIiIxC93/wLoZmb1Ys/1MZocMqFQKHakERMiQdu2bTtHNoiSYrB625ag40g1qcrtQscBZwKNzCwPuBM408x+Qvk0jW+AawDcfYWZTQQ+AcqAG9w9UlXZREREJDGY2WXuPs7MbvreeQDc/ZFAgkmNUlFMRKN6+ykSpOLiYgpDYeo1i5JqsHTTDtxd06ySQJUVE+5+2W5Oj/yR6/8C/KWq8oiIiEhCqlgou3GgKaRGKygoACCqmRwigapYQ7BeppOaEqW4uISCggJq164dcDKpatU6lUNERERkf7j747Gvfwo6i9RcFSv//3tKh4gEoaKYaJAZIT0l5btzKiZqPhUTIiIiEvfMrBFwNdCOSu9f3H14UJmk5qgoJorCIUpLS0lPTw84kUhy2rRpEwANsqJkpJaf27hxI+3btw8wlVQHFRMiIiKSCKYB7wNvA1oIQA6p7du3/8dxkyZNAkwjkrzWry/fmHHO2iwuaBcGYMOGDT/2I1JDqJgQERGRRFDL3X8bdAipmbZs2YpTvifHtm3bVEyIBGTdunWkp0BeYRp1M5ysNGPdunVBx5JqkBJ0ABEREZF9MNPMzgk6hNRMm7dsIVqrUflxbI67iFS/1d98Q3pKFAAzaJYTYfXqb4INJdVCxYSIiIjELTPbbmbbgGuBWWZWYGbbKp0/mHvXM7NJZvaZmX1qZqeYWQMzm2NmX8a+1t/7nSSRhUIhQoUFRHKbAf+e4y4i1ausrIxvVn9DVuq/t8dpnVPCyi+/DDCVVBcVEyIiIhLPGlG+VWgjIB2oW+n5wW4h+n/ALHc/EjgW+BS4FZjn7h2BebHnUoN9++23AERqNcJS0zSfXSQga9asobS0jMxKxUSb2hF27NzFli1bAkwm1UHFhIiIiMQtd4+4ewSYWXFc+dyB3tfM6gCnAyNjr1Pi7juAPsBzscueA/oe3J9A4l1eXh4A0aw6RDPraD67SEA++ugjALIrFRMd6pQB8PHHHweSSaqPigkRERGJW2aWYWZ1gaZmVtvM6sQerYA2B3Hr9sBm4BkzW2pmI8ysFtDU3TcAxL5qFcQabs2aNQCkb/6Cssw6fP3N6oATiSSnpUuXUj+L77YJBWhXu4ysNGPZsmXBBZNqoWJCRERE4tkNwMfAkcCKSo/XgH8exH3TgOOBJ9z9OKCQ/Zi2YWbDzWyRmS3SYomJ7auvvgJLJaVoB9Hs+mz8dgPhcDjoWCJJpaysjCWLF9G5bvF/nE9LgU51i/lgwfu4+x5+WmoCFRMiIiISt9z9IXdvDfze3du4e+vY4yh3f7jiOjP7xX7eOg/Ic/cFseeTKC8qNppZ89g9mwO7XQnR3Z9y927u3q1x44Nd6kKC9PkXXxBNSQMgmtMAd2fVqlUBpxJJLkuWLGFXfgEnNin+wfe6NS5h/YZv+eKLLwJIJtVFxYSIiIjEvcolxB48uJ/3+xZYa2adYqd6AJ8A04HBsXODgWn7c19JLLt27WJdXh6kpgMQqVVeMn366adBxhJJOvPmzSMn3TimYekPvndC4xJSU8qvkZpLxYSIiIjUBHYAP/NrYIyZLQd+AtwL3AecbWZfAmfHnksNVbGgnqdmlH/NyIGs2t8twiciVW/r1q28Pm8u3ZuESd/Nb6e56c7xDYt5dcYrFBYWVn9AqRYqJkRERKQm2O/Jx+6+LDYd4xh37+vu2919q7v3cPeOsa/bqiKsxIclS5ZgKWl4bMQEQGluMxYvXkIkEgkwmUjymDRpEmWRCL1a73ltl/PahikoDPHyyy9XYzKpTiomRERERCTpuDvvvvcepblNwf494KasTksKCwv45JNPAkwnkhw2b97M1JemcGLjYprmRPd4Xfs6Ebo0KGP8uLHk5+dXY0KpLiomREREpCZYG3QASSyrV69m/bp1lNX/z11ny+q2gpQU3nrrrYCSiSSPRx99lLLSYi5uH9rrtQM6FLBz1y6eeuqpakgm1U3FhIiIiMQtM7vgxx4V17l7nyBzSuKZO3cumFFWv+1/fiMtg7LaLZk373Wi0T1/gisiB+edd97hzTffpG/bwh8dLVGhXe0Iv2wV5uWXX2b58uXVkFCqk4oJERERiWcXxx7XAc8DQ2OP0bGvIvstEokw67XXKKvTAk/P+cH3Sxt2YOvWLSxevDiAdCI1X15eHn+99y+0qR2lV5uiff65foeFaJLj3H3nHWzZsqUKE0p1UzEhIiIiccvdB7n7IKAU6OLufWKjI44CyoJNJ4lqwYIFbNm8mdJGnXb7/bL6bbH0LKZNm17NyURqvsLCQm77w61QGuK/jt5J2n78RpqVBjcfvZOC/B386fbbKC4urrqgUq1UTIiIiEgiaO/u6yo9Xw/s/rdKkb0YP34CZOZSVq/N7i9ISaWo4RG8887b5OXlVW84kRosHA5z++23sTYvjxuP2knj7P2fLtUqN8I1nfP59LPP+fM991BaWloFSaW6qZgQERGRRPCmmc0wsyvM7HJgOvBm0KEk8Xz88ccsX/4hRU26QMqe3wqXNu2CWwrjxo2rxnQiNVcoFOL3v/8fli1bxrAj8+lS/8AHvXVrXMIVHQt5+513uPOOOygpKTmESSUIKiZEREQkEdwAPAecDHSnfI2JGwJNJAlpxMiRWEY2pY1/fMCNZ+RQ0ugIZs6cpVETIgdp165d/O6WW/j4o4+4tnM+pzU/+CLhnNZFDD6igHffe4/bb7uNUGjvO3tI/FIxISIiInHPy01091/HHi+6uwedSxLL+++/z7KlSwk3PQZS0/d6fUnzY3Eznnrq6WpIJ1IzrVq1imuGD+Pzzz7h+qPyOaXZoRvd0KNVMUOPLGDhooVcf921KhETmIoJERERiVtmtt3Mtu3msd3MtgWdTxJHcXExjzz6KGTXo7TJkfv0M56RQ1GzY3jzzX9phw6RAzB//nyuv/46inZs5I/H7eSkJod+ysUZLYr53bG72LJhDddeM5wFCxYc8teQqqdiQkREROJZI6Dxbh4V50X2yfPPP8/6desItT4ZUlL3+edKmh0NWXV44MEHKSra920NRZJZKBTi73//O3fffTdtskPcfcI2Dq9bdRspHd2glLtP2E6DlAJuvfX3/POf/9SOHQlGxYSIiIjELXePVDyAzsCw2KNT7JzIXn3yySeMHTuW0oaHE6nbcv9+OCWNUNvT+HbDBp588smqCShSgyxbtoyhQ67i5enT6dk6zB9+spN6mVU/865xdpQ/Hb+d05sVMX78eIYP+xWfffZZlb+uHBoqJkRERCTumdmNwESgTezxopldH2wqSQQFBQXcfc89RDNqUdTm5AO6R6ROc0qaHsVLL73E22+/fYgTitQMoVCIRx99lJtvvplI/kb+ePxOBnYMkVaNv3FmpsLQzoXccuwudm1ay/XXX8+IESM0eiIBqJgQERGRRDAcOMnd/+juf6R8d45rA84kcS4SiXDPn//Mxo2bKGx3OqRlHvC9ilt1w2s14i9/uZfVq1cfwpQiic3dmT17NoMuH8jkyZM5q1WYv5y4jU71qm7qxt4c07CUe0/cxilNQrzwwgsMvnIQb731FlozOX6pmBAREZFEYEBppeelsXMiu+XuPPHEE3ywYAFFbboTrd304G6Ykkphh19QVObceusf2L59+6EJKpLAPv/8c2644Xruvfde6ka2cucJO7nyiBCZ+76MS5Wple5c06WQW4/bSVrht/zpT3/ilt/+VsVinFIxISIiIongeeB9M7vdzG4H3gWeCziTxLGxY8cyadIkSpp0obRxp0NyT8/MpaDDL/h20yZ+9z//Q2Fh4SG5r0ii2bBhA3/961+59tpryFv1Kb86soA7TthBhypc4PJAdalfxp+7bWfQEYV8+tESrr56CA899BBbt24NOppUkhZ0ABEREZE9MbM27r7G3f9mZvOBn1E+UuJad18YcDyJU2PGjOHpp5+mtEF7itucDHboBtdEazelsP3PWblyHr/57W958IEHqF279iG7v0g827p1K88//zyvvPwy5hF6tgrT57AwOWnxPUUiNQXOblXEyU2KmfJ1Dq9Mn8asma/Sr/9FDBgwgLp16wYdMempmBAREZF49hJwgpnNdvdzAJURskfRaJSRI0cyZswYShu0p6j96Ye0lKgQqdeacIef88UXb/BfN9/M3+6/n0aNGh3y1xGJFzt37mTChAlMnvQipaWlnNG8iD7twjTIigYdbb/UyXCu6lTIuW3CvPR1DuPHjWPa1JcYcNlA+vfvT61atYKOmLRUTIiIiEg8SzWz24DOZnbT97/p7o8EkEniUHFxMffddx/z58+npHEnitueAlZ1s5bL6rel8PAefL1qPtdccy1/+9v9dOjQocpeTyQIW7duZeLEiUybOpXi4mK6Ny2m32EhmuYkViHxfU2yo1zTpYDz2oSZ/FUOo0aNYuKE8fTrfxH9+/fXCIoAqJgQERGReHYZ0I/y9yyNA84icWrdunXcceedrFq5kuJW3Shp1rVKRkp8X6RuKwqOPBdfOZfrrrueW275Leecc06Vv65IVfv2228ZP348M2a8QllZGd2bFHN+2zCtciNBRzukWuVG+K9j8vl6Vyovry5m9OjRTJwwgT59+3LJJZfQsGHDoCMmDRUTIiIiErfc/VPgL2a23N1f3tN1ZnaFu79QjdEkTrzxxhvc/7e/UVQSIdTxLCL12lTr60dzGlJw5PnkfPUG9957Lx9++CE33ngj2dnZ1ZpD5FD46quvmDBhAnPnzgGP8tOmRfRuG074ERJ7c1idCDd1LSCvIMwrq7OZOHECU6ZMplevc7n44otp3bp10BFrPBUTIiIiEvd+rJSI+Q2gYiKJ5Ofn8/DDDzNv3jyitRoR6vJzPDOYRSg9I4fCTj3JyFvMjBkzWLxkCbf98Y907do1kDwi+8PdWbx4MRMmjGfhwkVkpsIvmoc5t00RDRNsDYmD1So3wrVHFXDhYSFmrMlm5ivTefnl6Zx26mlcOmAARx99NFYNo7GSkYoJERERqQn0TjFJuDv/+te/ePj/HmHHjh0UtziOkubHQkrVrSexTyyFktYnEqnbim9Xv82vb7qJfhdeyNChQ7WgnsSl0tJS5s+fz4Tx41j11dfUzYSL2of4RcsictPje5eNqtY0J8rVRxbSv32IuXlZzFv4Dm+/8w6dj+zEpQMu46c//SlpafpV+lDS36aIiIjUBMn9LjpJrF+/nocffpgPPvgAr9WQUOfeRGvF124YkTrNye/Sl8y8hUyZMoX5b/yL/7rp15xxxhn6pFXiwo4dO5g+fTrTXprC1u07aJkb5VdHhjilWTHpAfd78aZuhtO/fZjebcO8tSGTWWs+46677qJpk8Zc2K8/5513nrYLPkRUTIiIiEhNoN/4arDCwkJeeOEFJr74IlE3ilqfTGnTzlW668ZBSU2nuO2plDY8HF/zHnfddRfHHHMsv/71jXTs2DHodJKkVq1axaRJk5g7dw6lpWV0bVDKVceG6dqglBT9F/RHZabCWa2K+UXLYpZsyWD22jL++c9/8uwzo+jZ61z69etHmzbVu75NTaNiQkRERGqC94MOIIdeWVkZM2bMYOSoZ9i1cwelDQ+nuNUJeEZiTI2I5jahoPP5pG/+nI8+Xcqw4cPp1bMnQ4YMoUmTJkHHkyQQiUR49913mTJ5MkuXLSMzFX7WrIizWxXRslbN2mGjOqQYdGtcQrfGJazOT2X22ixemT6VqVOncvJJJ9Gvf39OPPFEUoKeWpaAVEyIiIhI3DOzDKAv0I5K71/c/d7Y1+uCSSZVoWIdiSefepoN69cRrd2UcOfzieYm4I6xlkJpk86UNmhP5vplzHztNebOnctFF13EwIEDNQxcqsTOnTt59dVXmfrSFDZu2kzDbLi0QyFntiimVpKvH3GotK0dYViXQi49PMTr67J4/cMP+P0HH9CyRXP69b+Inj17an2Z/aBiQkRERBLBS0ARsBjQx3w1lLvzwQcf8PSIEaz88ks8pz7hjmcRqdsaEn19hrRMitucTEnTLmSuW8K4ceOYNn06lw0YQP/+/cnJyQk6odQAq1atYsqUKcyZPZuS0lI61y/j0q5hjmtYQqo+xK8SdTKcvoeVr0OxcFMGc9ZFePTRRxnx9FP8smcvLrzwQtq2bRt0zLinYkJEREQSQVt3PzroEFI13J2lS5cyYuRIPlmxArJqEz7sZ5Q17BC/60gcIM+sTVH7MyhpdjRl65YwcuRIJr74Ildcfjl9+vQhKysr6IiSYMrKynjnnXeYMnkyHy5fTkYqnNa0iLNaFdE6Vz1udUlLgVOalXBKsxK+2pXKnLx/T/M48cRu9OvXn5NPPlnTPPZAxYSIiIgkgvfNrIu7fxJ0EDm0li1bxqhRz7B8+YeQWYuitqdS2qgjpKQGHa1KRXMaEu54NikFm4isW8ITTzzB2HHjuOLyy7ngggvIzMwMOqLEuR07djBjxgymvjSFzVu20jjbubRDiDNaFCf9dp9Ba18nwjVdChlweIg31mXx+keL+MPCRbRs0Zy+F/ajV69e5ObmBh0zrqiYEBERkURwMrDUzFYCxZTvwuHufnywseRALV++nFHPPMOypUshI4eiNt0pbXwEpCTX29NobhNCnXqSmv8tkfXLeOyxxxg7dhyDBl3Beeedp4JCfmDVqlVMnjyZuXPmUFJaSpcGZQzsGuK4RtpdI97UzXD6HBbmvLZhFm3OYE5ehMcee4yRI0bQs1cv+vfvT+vWrYOOGReS67/8IiIikqj6Bh1ADo0VK1YwctQolixejGXkUNT6JEqbHJl0hcT3RWo3Ky8odm0gsn4pjzzyCC+MGcOVgwZx7rnnkpGREXRECVA0GuX999/nxRcnsnTpsu+ma5zdqohWmq4R99JSoHvTEro3LeHr703z6N79ZC666GJOOOEELNHX0jkIyf1/ABEREYlrZlbL3QuBzVV0/1RgEbDO3Xub2WHAeKABsAQY5O4lVfHayebzzz9n5KhRfLBgAZaRTVHrEylt3BlS9Xa0skid5oRqNyM1fwPR9Ut5+OGHeWHMGK4aPJiePXuSlqa/r2QSCoWYNWsWkye9yLr1G2iQVb67hqZrJK7D6kQYXmk3j3lLF3DL+wto17YNF118CWeffXZSjpTSf9lEREQknk0CegErACc2haPS1zYHef//Aj4F6sSe3w885O7jzeyfwFDgiYN8jaT29ddfM3LkSN5++20sPYviVt0oadIZUtODjha/zIjUaUFh7eak7lrPpvVLePDBB3lhzBiuHjKEHj16kJpas9fgSHZbt25l0qRJTJ82lcJQmMPrRrj+qBDdGpeQprUTa4S6Gc6Fsd083t+Yyey8b3jwwQd5+qknubBff/r27Uu9evWCjlltVEyIiIhI3HL3XrGvP5iEawc55tXMWgHnAX8BfhO73y+AgbFLngPuQsXEAdmwYQOjRo1izty5WGo6xS2Oo6TZUZCqKQn7zIxI3ZYU1mlB6s61bFi/lHvvvZcxY8cyfNgwTj311KQe+l0TrV69mvHjxzN3zmzKIhG6NSqmV+ciDq9bFnQ0qSLpKfCz5sX8tFkxn+1IY+baEp599lnGjR1Dr3PP45JLLqFFixZBx6xyVVZMmNkooDewqWJ7LzNrAEwA2gHfAJe4+/bYG4H/A84FQsBV7r6kqrKJiIhIYjGzO9z9nkrPU4BngSsP4rYPA/8D1I49bwjscPeK3wDygJYHcf+ktGPHDp5//nmmTp1K1I2SpkdT3LwrpGkbzANmRqReGwrqtiZt29es3rCU2267jS5djuLaa6/hmGOOCTqhHKQVK1Yw5oUXePe998hIhdObFdGzdZimOdGgo0k1MYPO9cvoXD+fdYWpvLomi5enT2X6tGmcfsYZXH755XTs2DHomFWmKkdMPAv8Axhd6dytwDx3v8/Mbo09/z3lQzQ7xh4nU/7JxMlVmE1EREQSS0cz+527P2BmGZSvA3HAW4eaWcWHJ4vN7MyK07u5dLeTuM1sODAcoE2bg51NUjOEw2FefPFFxo4bR1FRESWNjqCkxXF4Rk7Q0WoOM8oatie/QTvSt3zJp6uWcdNNN3HqqadyzTXX0LZt26ATyn5avnw5o597lkWLl5CbAX3bhTirVRF1MrR+RDJrWSvCsM6F9G8fZs7aLF5/5w3eeOMNTjvtVK68cjCdOnUKOuIhV2XFhLu/aWbtvne6D3Bm7Pg54A3Ki4k+wGh3d8r3Ka9nZs3dfUNV5RMREZGEMhgYa2a/A3pQ/kHHAwdxv9OAC8zsXCCL8jUmHgbqmVlabNREK2D97n7Y3Z8CngLo1q1bUv8GEYlEeO2113h6xAi2b9tGWf22FHc4gWh28syNrnaWQmnjTpQ26EDGxhW898Ei3n//fc477zyGDBlCgwYNgk4oe7Fs2TKee/ZZli5bRp1MGHB4Ib9oUUSWJtpLJQ0yo1x6eIjebcPMycti1gfv8s4779K9+8kMHnwVnTt3DjriIVPd/+g3rSgb3H2DmTWJnW8JrK10XcXQSRUTIiIiSczMKo9RfwAYCbwNvGZmx7j78gO5r7v/AfhD7DXOBG5x98vN7EXgIspHZAwGph1E/Bpv4cKFPPbY43zzzddEc5tQdOR5RGo3DTpW8khNo6TFsZQ2PoKM9R/y8iszmD1nDpcPHMgll1xCVpamz8SbL7/8kieeeJwlS5ZSLxMGHl7Iz1sWkam1TOVH1Ep3+h4W5peti8oLiiULuO79BZx6yilcc+21NWK0VLx0cho6KSIiIrvz2Pee5wPHxs47cPohfr3fA+PN7P8BSykvQuR7vvrqKx5/4gkWLVwIWbUJdziTsvqHlU+Slmrn6dkUt+1OSdPOlOUtYtSoUUydNo3hw4ZxzjnnkJKibRyCtnHjRkaMGMHcuXOolQ6Xdyzk5y2KyFAhIfshO825oF2Ys1uFmZOXzYxF7zFkyAJ69+7NVVddldCjpaq7mNhYMUXDzJoDm2Ln84DKq21r6KSIiIjg7j+rhtd4g/Lppbj7V8BJVf2aiWrLli2MGjWKmTNnQmoGRa1PorRJZ0jRb1fxwLPqEj68B6n53xLNW8h9993HhIkTueH66+nWrVvQ8ZJSKBTihRde4MUXJ0KkjPPalG8PmZOmX2PkwGWnwQXtwpzZoohp32Qz4+XpzJn9GpcNvJxLL72UzMzMoCPut+quT6dTPiwS/nN45HTgSivXHdip9SVERESkgpndaGZ1Ysf/NLMPzKxH0LmSRWFhIaNGjWLgwMt5ddYsipt0YVfX/pQ2O1qlRByK1G5G4ZG9Cbc/k6/Xb+aWW27hlt/9jpUrVwYdLaksWrSIq4dcxdixYzmpYSH3d9/OJR1CKiXkkKmT4Qw6IsS9J2/nqNr5jBo1imG/GsqKFSuCjrbfqnK70HGUL3TZyMzygDuB+4CJZjYUWANcHLv8Vcq3Cl1J+XahQ6oql4iIiCSk4e7+DzM7h/KRlddRPoLyhGBj1WwlJSVMnz6d50aPJn/XLkobHEZxyxPwrDpBR5O9qdjBo35b0jd9wuJly/nVsGGcfdZZXH311TRv3jzohDVWfn4+jz/+ODNnzqR5Lee243fRqV7Z3n9Q5AA1z4lyU9d8lm9N55kv8rjxxhvo168/Q4cOJScnMXZGqspdOS7bw7d+8OlGbDeOG6oqi4iIiCS8io8YewHPxLb51MT5KlJWVsbs2bN55tln2bxpE5E6LSjqcibRWo2Cjib7KyWV0mZdKW10BBkbljN33nxef/11zj//fAYNGkTDhg2DTlijrFixgjtuv43tO3bQu22Yvu1CWkdiP7zwRQ6r88v/wu5dUoc2uWVccUQo4FSJ45iGpdx74lZeXFWLyZMn8+7bb/H/7v0rHTp0CDraXsXL4pciIiIiP+ZDM3sVOAK4zcxy2cNC2XLgIpEIb7zxBiNHjWL9unVEazWi6IhfEqnbMuhocrDSMilpfSKlTbuQsX4ZU6dNZ8aMGfTr14/LLruMevW0vevBmj17Ng/87X7qZ5Rx5wk7OaxOJOhICWdNQRrhSHnn/NkOdc8HIjsNruxUyMlNi3n8E7jh+uv50x13cNpppwUd7UepmBAREZFEMITyaRsr3T1kZo2AoRXfNLMj3f2zwNIluIpC4tlnn2Pt2jV4TgOKDu9BWb022mmjhvGMWhS3O42SZl3JXL+UCRMmMHXqNPr1u5BLL71UBcUBcHdGjBjBmDFj6Fy/jBuP3kXtdPWmEqxO9cq464RtPPxRXW6//TaGD7+GAQMGYHH633QVEyIiIhL33D0CfFDp+RZgS6VLxgLHV3euRFdWVsb8+fMZPfr5WCFRnyJt/ZkUPKsORe3PoKT5sZSuX8a4ceOYMuUlLrywL5dccklCbztY3Z5//nnGjBnDmS2KuPKIQtL0Qb/EifqZzh+P28HTn+by5JNPkpOTQ58+fYKOtVsqJkRERKQm0G/R+6GsrIw5c+Yw+vnn2bB+vVYtqjUAACAASURBVAqJJBbNrkdRhzMpafETStcvY/yECUyeMoULzj+fyy67jEaNtK7Ij3nvvfd45plRnNq0mCGdCvWvj8SdzFS4/qgCiiMpPPrII7Rv356uXbsGHesH1OeJiIhITaBx0/ugYpeNgQMv5/7772f9zmLCHX5BQZe+lDVor1IiiVUUFAVH9yNUpy2Tp0zh0gEDePjhh9m4cWPQ8eLSpk2b+PM999AmN8qQIwv0r4/ErRSDa7vk0zCzjDv+dDu7du0KOtIPqJgQERERqeFKSkp46aWXuOyygfz973/n21CUUMezKOh8AWUN2qmQkO94Vl2KDvsZBV0vIly/A1OnT2fgwIE88MADbNiwIeh4cWXWrFmEwmFuPGonmdp5Q+JcrXTn2i672L5jJ/Pnzw86zg9oKoeIiIjUBFr+fjdKSkqYOXMmo0c/z9atW4jWblq+y0adFioj5Ed5Zu3yRTKbH0vGtx/x6sxZzJw5i169ejJo0CCaNWsWdMRAuTuzX5tF5/plNM2JBh1HZJ+0r11Gq9wos197Le7WmlAxISIiInHPzLoDy2M7clwGHAc86u5rAdz9xEADxplIJMK8efN4esQINm/aRLR2ExUSckA8M5fitqdQ0vwYMjYsZ8bMWcyaNYs+ffpw5ZVXJu0uHhs3biRv3Xqu6FgcdBSRfWYG3RoVMfWTTwiFQuTk5AQd6TsqJkRERCQRPAUca2bHAH8EngVeAM4IMlQ8WrhwIY89/gTffP0VXqsR4SPOIVKnpQoJOSieUau8oGjWlYwNy5jy0ku8OnMmAy+7jEsvvZTMzMygI1ar3NxcAMq0uo0kmNKokZaaSlZWVtBR/oOKCREREUkEZe7uZtYH+D93H2FmlwcdKp5s2rSJf/zjH7z55puQVYdw+zMpa6BdNvYmc837pIa2ApD92atEcxpQ3KZ7wKnil2fmUtzup5Q2PZqydYsZNWoUr8x4ld/898107548f2+5ubnkZGexpSgcdBSR/bK1KIVGjRqSkhJfy03GVxoRERGR3Ss0s98Bg4AZZpYCpAecKS64O9OmTWPQlVfy1tvvUtzyBPKPupCyhtplY1+khLZhkVIsUkpa/rekhLYFHSkhRLPrET68B6FOvdiUX8ytt97KHXfcEZer/VeVrl278t7GbPJL9O+ZJIbN4RQWb82k6zHHBB3lB1RMiIiISCK4FDDgGnffALQC/h5spODl5+dzxx138NBDD1GY0ZD8oy+kpMWxkKItAqR6ROo0J7/zBRS3PIE3336bIUOuZvny5UHHqhbXXnc94UgKk76Kn3n6Ij9m3MocUtIy+NWvhgUd5QdUTIiIiEjcc/f1wDNAtpn1AsLu/kzAsQK1ceNGrrn2Wt565x2KWp9I+Ihz8MzaQceSZJSSSkmLYyk8sjdbQ6XcfPPNzJ49O+hUVe6www6jf//+vLE+i7c3ZAQdR+RHvbY2i0WbM7niikE0bdo06Dg/oGJCRERE4p6ZDQGWAAOBK4BFZjY42FTBWb9+PTfceCMbNm4hdERPSpt11bQNCVy0ViPyO59PaW5T7r33Xl5++eWgI1W5q6++muOOP46nPq3N3LzkWgBUEoM7TP8mmzFf1uJnP/sZAwYMCDrSbqmYEBERkURwK3C8u1/h7pcDJ1C+O0fSKSkp4U933MHWHbsoOKInkdrNgo4k8m+pGYQ6nk1Z3VY89NBDfPzxx0EnqlLZ2dn89a/3ceoppzD6i1ymfp1NVDt1SJwoi5ZP35j0VQ5nn302d955J+np8bk8k4oJERERSQTrgB2Vnu8E8gLKEqjRo0ezauVKCtv+jGithkHHEfmhlDTC7c8kmpHL3ffcQ0lJSdCJqlRmZib3/PnP9OjRgylf5/DXpXXZFNavWRKsdYWp/HlJPWatzaZv37784Q9/IC0tfjfl1L8xIiIikgjWAO+Z2e1mdhvwLvC5md1kZjcFnK3ahEIhJk+ZQmn9dkTqtwk6jsiepWUQan0ymzdt4l//+lfQaapcWloat99+O7feeitri3O5bWF95q/LxDV6QqpZ1OHVNVncsbAe26jHPffcw8033xx324N+X3ynExERESm3FpgJZAJZwCxgK9A49kgKCxcuJBwKUdqkc9BRRPYqUrcVZNVh3rx5QUepFmZGz549eebZ5zjqmON45vNc7l1al1W74vdTaqlZPtuext2L6zF+ZS1OOuVUnnn2OU4//fSgY+0T/VsiIiIicc/d/wRgZpnuXhx0nqCsXr0agEitRgEnEdkHZpTmNOSrr78JOkm1atq0KQ8++L/MmDGDkSOe5u5FaXRvUszFHUI0zo4GHS+uhcuMrKwsevfuzSuvvEK4rCzoSAlhXWEqE1flsHRLBo0bNeT226+jR48eWAItiqxiQkREROKemZ0EjATqAm3M7FjgV+7+62CTVa9wOAyWAil6CyeJwVMzCIe3BR2j2qWkpHD++efTo0cPxo0bx8QJ41m0IJMeLcP0bhumbobmeOxOqMzo3bs3N954I+7OmzMmBh0prm0tSmH6N9n8a0MWWVlZDBs2iIsuuojMzMTbIUb/VxMREZFE8AjQG5gK4O4fmtnPg41U/WrXrg0ehWgppGYEHUdkr6ysiDp1agcdIzA5OTkMHTqUCy64gFGjRjFr1ixeX5/Nmc3DnNumiIZZGkFRWU6a88orr+DuzJgxg6ZpKnB2Z2MohVdWZ/P2xiywFPr07cPgwYOpV69e0NEOmIoJERERSQQp7r76e8NSI0GFCUqHDh0ASC3cQqROi4DTiOxdRmgrHY/tFnSMwDVu3Jjf//73DBw4kDFjxjBnzmxeX5/NT5sW0bttmKY5KigAstOcooIiJk+eXP68noqJyvIKUnl5dTbvb8okLS2N8y/ozYABA2jWLPG3jVYxIUlt7II1B/RzA0/WSugiItVsbWw6h5tZKvBr4IuAM1W7o446ipTUVNJ25qmYkLiXEt6BFxdw7LHHBh0lbrRu3Zpbb72Vq666ivHjxzNjxiu8+W0WJzYu5peti+hYV2sqyH9yh093pDFrTTbLtmaQlZnBJZdcyCWXXELDhjVny2gVEyIiIpIIrqN8OkcbYCMwN3YuqeTm5nJit24sWLaC4lYnQgItbCbJJ23bV5hZwuwKUJ2aNWvGzTffzKBBg5g0aRLTp03lg8VhDq8b4ZetQnRrXEKq9k9MaqVReH9jJq/l5bAmP4V6dWozeHA/+vXrR926dYOOd8ipmBAREZG45+6bgAFB54gHv/zlL1mwYAGpO/OI1GsddByR3fMomVu/5IRu3WrUp7qHWsOGDbnmmmsYNGgQs2bNYvKkF3lsxQYaZsPZLQs5o3kxtdI1nSGZ7Cox5q/LYt76HHYUQ7u2bfjdtZdy1ln/n737Do+rPtM+/n1mRr1Yliw3yZIs945t2XK3weS1DTbGFNNDEohJAhvSFshudkOym30hyZsKIZAlgUCooZliTDHg3uTeGy5yk5tc1DXze/+YsRDEJraRdFTuz3Xp0pwzZ2aeOTqjOXPPr1zaJAe1PFcKJkRERKTRM7PHge8754ojy62Bnzvnvu5tZQ1v9OjRtEpJobpoI2UKJqSRChzbBRUlXDl1qtelNAnx8fFcddVVTJ06lcWLF/PiCy/w3OrVvPJxAiPalXNpZjmdElvcsDotyo4Tft4tjGVJUSzVIRg6dAjXXjudvLy8JjXt54VSMCEiIiJNwaDToQSAc+6YmQ32siCvREVFcc3VV/P444/jKz1KKD7V65JEPs05Yg6so2PHDIYPH+51NU2K3+9n5MiRjBw5kq1bt/LKK6/w3rvv8sG+WHq1rubSjDIGtVE3j+aiKgTLiqJ5d28824/7iYuNYfIVk5g2bRrZ2dlel9egFEyIiIhIU+Azs1bOueNQ02IiyuOaPDN16lT+9swzVO1bRXnXS7wuR+RT/McL8ZUc4sZv/gC/3+91OU1Wt27duOeee7jjjjt46623ePWVl/n9ukOkxcHFHUoZ17Gc5Gh182iKjlb4+GBvDB/uj+d4BWRmdOTbt17DhAkTSEhI8Lo8TyiYEBERkabgN8AiM3secITHm/i5tyV5Jzk5mWuvuYannnqKypIjhBLUh18aCeeI27eStm3bMXHiRK+raRZatWrFDTfcwPTp01m0aBEvv/wSf1+xkld3xpPftoJLM8vpkqzZPBo752BzcYD39say/FAMDsjPz+eqq64mLy8Pn69lN4NRMCEiIiKNnnPuL2ZWAFwCGHCdc26tx2V5avr06bz62msE9yyhtMckzdAhjULgyDas5DC33/1vBAL6qFGX/H4/o0aNYtSoUezatYtXX32Vt2e9xYIDMeQmB7k0o5T8dpVEtezPt41ORRAWHojhvb3x7DnlIykxgWunT2bq1Kl07Khpn0/TfwsRERFptMwswTlXYmbJwE7gz7WuS3bOnbjA++0E/BVoD4SAx5xzvzWzVOB5ICfyeNOdc8e+0JOoJ0lJSdx+2238+te/JnBkG9VtunldkrRwVlVG/N7ldO/Zk0svvdTrcpq17Oxs7r77bm6//XbeeecdXnn5JR7bWMhzO8LdPMZnlJMSo24eXjpc5uO9vbF8tD+Okiro2iWXf/3m1YwfP57Y2Fivy2t0FEyIiIhIY/Z3YBKwnnAXjtMsspx1gfdbTXiWjxVmlgQUmNm7wFeA951zD5jZfcB9wL0XWnx9mzJlCu++9x7rNy7lZFJ7XEyS1yU1PcFKYmNjmTx5Mm+88QangpVeV9Q0OUfMzoX4QlXce889Lb5ZekNJSEhg2rRpXHnllRQUFPDySy8xc/Ei3tgVz9C2FfyfTurm0ZBOd9d4pzCWgsMxmPkYPXo0V199Nf369WsRs2tcKAUTIiIi0mg55yZZ+Ewu3zm3rw7vdz+wP3L5pJltBDKAqcC4yGZPAh/SiIMJn8/HD++7j9u//nVC2+dwqsdl4G+xY4JeEKuuZPIVk7nrrrtwzvHC67O9LqlJit6/hqjiXcz45jfJzc31upwWx8zIy8sjLy+PwsJCXnnlFWa99SaLlsfQtVWQiZ1KyUuvxKfPxfWiOgRLDkbzdmECu06Gu2vccMNUrrzyStq2bet1eU2CggkRERFp1JxzzsxeB+plelAzywEGAkuAdpHQAufcfjNr9GeUGRkZ3P/jH3PfffcRv/0DSrteAj6d4p0rF4jmjTfewDnHm2++iQvEe11SkxM4vJWYvSu45JJLmD59utfltHiZmZn8y7/8C7fddhtvv/02f3/xBR5ad4C28Y6JmSWM7lBBjCZLqRNl1caH+2KYXZjA0XLIzurED+64jksvvVTdNc6T3rVERESkKVhqZoOccyvq8k7NLBF4CfiOc+7EuTazNbMZwAyArKwL7U1Sd/Lz8/nBD37AL37xC+K3zaG0y8VqOXGu/NGUlx7lpZdeCi8npXhbTxMTdWgLsTvnM2jwYO699141VW9E4uPjueqqq5g6dSrz58/nuWef4a+bNvPyzkQu7VjKpZmabvRCHasw3tkTx5z9cZRVwUUDBnDPDTeQn5+v18AFUjAhIiIijZaZBZxz1cAo4Otmth0oITLGhHNu0Be47yjCocTfnHMvR1YfNLMOkdYSHYCiM93WOfcY8BhAXl5eozizv/zyywH45S9/SeKmNynpOl5jTkj9cSFi9iwj+uB68vKG8LOf/TcxMTFeVyVn4Pf7GTt2LGPGjGHt2rU89+yzvLpoEbP2xDM+o4zLssoUUJyjo+U+3tgVx4f7Ywk5Y8zYsVx//fX07NnT69KaPAUTIiIi0pgtBQYBV9blnUbGrXgc2Oic+1Wtq2YCtwIPRH6/VpePW98uv/xy2rZty4/vvx/fxtcp7TSM6jT195e6ZeUniNs5H//JA1x11VV861vf0tSgTYCZ0b9/f/r378/OnTt5+umnefv993l/bxyXZJRxuQKKs6odSDjzMXHSJG666SZN91mH9B9EREREGjMDcM5tr+P7HQncAqw1s1WRdf9GOJB4wcxuA3YD19bx49a7IUOG8Nijj/LT//ovtmz+kKpjO6nIHo6LivO6NGnqXIioQ5uJK1xObHQUd993HxMnTvS6KrkAOTk5/OhHP+KWW27hqaeeYvb77zNnbxyXZpQxJaeM+IACCoCTlcYrO+P4cF9cTSBx880306FDB69La3YUTIiIiEhjlm5m3zvblZ9p7XDOnHPziYQeZzD+Qu6zMcnMzOQPDz/M888/z5//8hei171Eefv+VLbrrYEx5YL4T+wnrnApVnKEgYMHc+8999CuXTuvy5IvKDs7mx/96Ed8+ctf5qmnnuKt995l3sE4rs45xdiOFS12Fo/qELxXGMuruxIoD/qYpECi3umdSURERBozP5DI2UMEOYtAIMBNN93EmDFjeOSRR1i4cCExh7dQ1mEA1aldwOfzukRpAnwlR4jZt5JA8W7apKfzre//JxdffLEG+GtmsrKy+Pd//3euueYaHn7o9/xl7Tre2xfPTV1O0ju12uvyGoxzsOpIFM9uT+JAiTFkSB533nkXOTk5XpfW7CmYkHrzzJLdF3S7G/O9H91cREQajf3OuZ96XURT1qlTJ/7nf/6HgoICHnnkj2zbNg/2r6a8fT+q0rqCT/MGyj/ynTpEzP7VBIp3Excfz0233861116rAS6buR49evDb3/2ejz76iD8+8gceWOVjdPtybu5eSlwz795xssr4y6ZElh+KJqtTJg/+57+Qn5/vdVkthoIJERERacz0tWwdGTx4MH/602MsWrSIJ558ki2bFxC3byXl6T2pSu+Ji4r1ukTxmgsRKN5N9MEN+E8eICExietvu41p06aRmJjodXXSQMyMcePGMXz4cJ566ime+dvf2HQ8hhm9TtAjpXm2nlhzJIr/3ZzMqSo/M2bcxvTp0zWgawPT3pZm40JbaIiISKPW5Md7aEzMjBEjRjB8+HCWLVvGCy++yPJly4jdv4aK1Fyq2vYklNDG6zKloVWXE3V4K7GHNkP5CdLbtuWam7/JlClTiI+P97o68UhMTAy33347w4YN42f/9VP+Z6UxNbuUaZ3LaC49eUIOntkazzuFceRkZ/GLH/0H3bp187qsFknBhIiIiDRazrmjXtfQHJkZQ4cOZejQoezcuZOXXnqJt2fPpurwFkIJbahM70FVai74o7wuVeqLc/hPHSSqaBNRxbsgFKRP375cN306I0aM0LfFUqNv3748/pcn+O1vf8urs2dzssrHLd1LmvzAmMEQPLoxkcUHY7jqqqu444471FXJQ/qPIyIiItKC5eTk8P3vf58ZM2bw7rvv8trMmezauYC4wmVUpORQ1aYbocS2NJuvSFs4qywl6sg2oo9sw8qKiYuPZ+LUK5gyZQq5ublelyeNVHx8PPfddx+pqak8++yzOODLTTicCIbgjxsSWVIUwx133MENN9zgdUktnoIJkQuggT1FRKS5SUpK4qqrrmLatGmsX7+e119/nQ8++JDKw1sgLoWKtC5UpXXFRSd4Xaqcr1CQQPEeog5vJXCiEJyjd+8+TJ48g4svvpi4uDivK5QmwMyYMWMGZsYzzzxDakyIK3LKvC7rgjy3PZ4lRTF84xvf4Prrr/e6HEHBhIiIiIjUYmb07duXvn37cvfdd/Phhx/y5ltvsX5dATF7V1Cd3JGqtK5Ut84Gn04lGy3n8JUcJurINmKOfYyrKqd1aiqTbriBiRMnkpWlL0vk/JkZX//619m9exdvLVnApZnlxDex2TqOVRhz9sZx2WWXKZRoRPRuIiIiIiJnFB8fz2WXXcZll11GYWEhs2fPZtbbb3N4x0dYIFpdPRqhz3bViIqKYvTo0UyYMIHBgwdr7Aj5wsyMW2/9CvPnL+DdPbFM7dy0Wk28tTuOID5uueUWr0uRWvSfSURERET+qczMTG677Ta++tWvsnr1at5++20+/PAjKg5vgbhWVKR2paqNunp4IhQkULw70lVjb7irRp8+XDbpdsaNG6epPqXOdevWjW7durH+0IYmF0ysPxbDoEGD6NChg9elSC2eBBNmthM4CQSBaudcnpmlAs8DOcBOYLpz7pgX9YmIiIjImfl8PgYOHMjAgQO5++67+eijj3hr1izWrikgZt8KqltlUpneg2CrTDCf1+U2a1Z+nOiizcQc3YarKictrQ2TbrqJiRMnkpmZ6XV50swVHztK99iQ12Wct9SYaoqL9TGzsfGyxcTFzrnDtZbvA953zj1gZvdFlu/1pjQRERER+Wfi4+OZNGkSkyZNYu/evcyaNYvX33iD41vfg5hEKtp0pyq9Jy4q1utSmw8XInBsN9GHNuI/sR+fz8+oUSOZPHkygwcPxu/3e12htABFRUUcPnKUUTlBr0s5b+3igszds4fi4mJSUlK8LkciGlNXjqnAuMjlJ4EPUTDRKFzoDBQiIiLScmRkZHD77bfzla98hQULFvDazJmsKCgg9sAaKtK6Udm+Ly4myesym65QNVGHtxFbtA7KTtC2bTuumH47kyZNIi0tzevqpAUpKSnhvnvvIdbvGNa2wutyztvI9hV8uK+S//jRv/PL//crYmJivC5J8C6YcMA7ZuaAR51zjwHtnHP7AZxz+82srUe1iYiIiMgFCgQCjB07lrFjx7Jz506ef/553nnnHaIPbaIyrSuVmXm4KE1Pec5ciKjDW4nbtxJXWUr3Hj248YbvMXr0aLWOkAZXWVnJT+6/n507d/L9/ifokND0unLkJgeZ0eskD69bz4MPPsC//du/a1DYRsCrv8BI59y+SPjwrpltOtcbmtkMYAagaY5EREREGrGcnBzuvfdevva1r/HCCy/w8ssvE1O8i7IOA6lq10tjUPwTvlOHiNu9CF/JYXr37cvtt93GRRddhGkGFPHA0qVL+e1vfs3effv5Ws9T9Eur8rqkC5bfrpJD5SW8MOcDdu74mO9873v079/f67JaNE+CCefcvsjvIjN7BRgKHDSzDpHWEh2AorPc9jHgMYC8vLymNWmuiIiISAuUnp7OnXfeyZQpU/jt735HwfIl+EuKKO88FnwKJ84kcHQncR9/SOuUFO787o8YP368AgnxRFFREQ8//BAffTSX9gmOey46Sd/UphtKnDY5u5z28SH+tm0n3/72t5k4cSJ33HEHrVu39rq0FqnBgwkzSwB8zrmTkcv/B/gpMBO4FXgg8vu1hq5NREREROpPVlYWv/zFL3j++ef54x//CEB5l4s9rqrx8RfvJm7HB/Tq1YufP/ggSUkam0Ma3r59+5g5cyavvvIKweoKrsktZVJWGVHNKEvMS6+kX+oRXtsZz6x33mb+vLlcdfU1TJ48mbZtNbJAQ/KixUQ74JVI4hsAnnHOvW1my4AXzOw2YDdwrQe1iYiIiEg9MjOuv/56jh8/zrPPPktFp3xcdLzXZTUq0UUbadeuHf/vl78kPl77RhpOMBhkyZIlvPbqqyxdthQD8tIruK5LKelxTW88iXMR44fpXUoZ2b6CF7ZX8tRf/8rTTz/NyJEjmDr1SgYNGoRPLbvqXYMHE865HcCAM6w/Aoxv6HpEREREpOF1794dAF/ZMYIKJj4lqvw42T16K5SQBnPkyBHefvttZr72KgeLDpESC1OzSxmXUUFqTPMMJD4rIyHId/uf5FCZjzl7Y5m7ZD7z5s0nM6MjU6+cxpe+9CVNL1qPNPyoiIiIiDSooqIiHnr4DxCbTDAh3etyGp2K1jksXbqUWbNmMWnSJK/LkWaqqKiIuXPn8tGHH7Bu/Xqcg96tq7m2bxmD2lQSaKGNBNLjQlzXtZSrcktZVhTNe3v38PDDD/PII48wYEB/xo27mFGjRmma3jqmYEJEREREGkRpaSnPPvsszz3/PFXVIUp6XgaBaK/LanQqMvIIlBziwQcf5P05c/jWN79Jbm6u12VJM7Bv376aMGLjps0AdEoKMS2nnPy2FU1y+s/6EuWDEe0rGdG+kt2n/Cw9GM2yLSv59cpV/OY3v6Ff3z6MGTuOMWPGaDyKOqBgQhqdZ5bs9roEERERqSPOObZt28acOXN4861ZnDheTFVqZyoyBuNik70ur3Hy+SjpPpGooo0UrFrNbbfdxujRo7n00kvJz88nJibG6wqliQgGg2zevJklS5awYMF8tm3bDkDn5CDX5pYzpG0l7eMVRvwzWYlBshLLuDq3jL0lfpYdimb5zjU8tHYdDz30EL169mTEyJEMGzaMrl27agadC6BgQkRERETqlHOO3bt38+GHH/Lue+9RuGcPmFGdnElFr9GEEtV945/y+alq35eqNt2I3r+GeYuWMXfuXOLi4hkzZjTjx49nwIABCinkHxQXF7N8+XIWL17MsqVLOH7iJAZ0bRXkhq7l5KVXNtuBLOubGWQmBslMLGNa5zL2l/pYXhTN8n3refzxTTz++OOktk4hf9hw8vPzGTx4sGbVOUcKJkSagAttRXJjflYdVyIiInJmRUVFrFixghUrVrC8oICjR44AEExqT1X2CKpb5+CiYj2usgkKxFDZaQiVmYPxn9hP1dEdvPP+B8yePZuoqCj69evP4MGDGDRoEN26dSMQ0Ol9SxMKhdiyZQtLlixhyeJFbNy0GeccSdHQP7WC/pmV9E2rIinKeV1qs9MhPsSUnHKm5JRzvNJYeySK1UcqmPv+LGbNmoXP56Nvn941QUWXLl3UmuIs9J9LRERERM5LKBRiz549bNiwgQ0bNrB8eQH79+8DwKLiqExsTzC7B9UpnXDRCR5X20yYj2CrDIKtMigPDcd/Yh+BE/so2PQxK1YUABAXF8/AgRfRv39/evfuTffu3YmNVRjUHB07doxly5axdOlSli9dQnGkVURuqyBX5lQwIK2SnKQgPn0GbjCtoh2jOlQyqkMlwdAptp8IsOZIFKt3ruFPa9fxpz/9ibTWKQwdNpyhQ4cyePBgkpPVne00BRMiDUjjZ4iISFN04sQJNm7cWBNErN+weKTzDQAAIABJREFUgdKSEgAsEE1VQjuqOw0lmNyRUFzrcHtnqT++AMGULIIpWVQAVlWG/8R+Kk/uY+GKdSxcuDC8mc9Hbm4X+vTpTe/e4Z/MzEx9Y9sEVVdXs2HDBpYuXcrSJYvZsnUbAMkx0Delgn6ZlfRLrSI5Wq0iGgO/D7qnVNM9pZprupRRXGGsORLN2qMVzH0v0prCjJ49ezA0fxhDhw6lR48e+P1+r0v3jIIJEREREalx8uRJNm/ezNatW9myZQsbNm7i4IH94SvNcHGtqUrIJJieTigxnVBsioIIj7moOKrTcqlOy60JKnwlh/CfOsTmokNs3zmL1157DYD4hAR6dO9Ojx496N69O927dycjI0NhRSNUXFzMokWLWLhwIQXLl1FaVo7PoFuraq7JraRfaiXZahXRJKTEOMZ0rGBMxwpC7hQ7Iq0p1u5bz5NPbOKJJ54gKTGBIUPzGT58OMOGDWtxY1MomBARERFpoU6cOMGWLVvYvHkzW7ZsYeOmzRQdPPDJBrFJVMWlEcocTDChLcGENuCP8q5gOScuKq6mRUUlgAvhKz+O/9QhKksOUbBlDytXr4FQEIC4+PhPhRU9evSgY8eO+Hw+T59HS1RYWMiCBQtYMH8e69atJ+QcqbEwNLWcfl2q6JNaRXxArSKaMp9B11bVdG1VzVWUcbLKWH80irVHyilYMIc5c+bg9/sYMGAAo0aNZuTIkbRr187rsuudggkRERGRFuD48eNs2bKlJojYuGkzh4oOfrJBbDJVcamEMvMIxqcRTEiDgMYnaBbMRyiudbibTXp3KgBCQXxlxfhLD1NZcoQVW/eyas3amrAiNu50WPFJYJGRkaGwoo6FQiE2b97M/PnzmT9vLrt27wEgKynEFdnlDEqvJDsxqEZJzVhSlGNYu0qGtask5ErYcSLAisPRrNiygt+tWMnvfvc7unbJZeSo0YwaNarZTkeqYEJERESkmamoqGDr1q3h8SDWr2f9ho0cPlT0yQZxyVTFpoVDiIQ2BOPTIKBpJ1sUn59QQhqhhDRIJxJWhPCVH8NfcoTKksOs3L6X1Wv/Mazo3bsXffr0oXfv3qSmpnr6NJqqY8eOMWvWLF6f+Rr7DxzEZ9AjpZqbu1UwsI2m82yparemmN6llAOlPlYcjqbg8Bb++uQOnnzySbI7ZTJl6pVMmDChWXX3UDAhIiIi0sQdPHiQdevWsWHDBtatW8+2bVsJBsMfJolNpio+jWDmEEIJaQoh5Ox8PkLxaYTi02q1rAiHFb6SI1SWHgmHFWvWgAt/cE5v247+/frWDK6pKUvPzjnHqlWrmDlzJvPmzqU6GKRnSjVTepVxUZsqEjWdp3xG+/gQl2WVc1lWOScqjYJD0cw9sIuHHnqIxx59lIsvuYQrrriC3r17N/lWFPqvISIiItLElJWVsXr1apYuXcriJUvYt3cvAOYPUB3fhur0PoQS0wkmtsVFxXlcrTRptcKKak63rKjGV3oU/6ki9p0q4vD8Jbz//vtAeLyKvMGDyc/PZ8iQIS2ib/w/EwqFmDlzJn9/8QUK9+4jIQrGdyxjXMcKMhKCXpcnTURytOPijAouzqhg10k/H+yL5aP3ZzN79mxyO+cw/brrmTBhQpMNKBRMiIiIiNRiZhOB3wJ+4H+dcw94XBIApaWlzJ49m7nz5rFmzRqC1dWYP0BVYnuqO+UTTG4fmapTYwBIPfMFCCW2JZTYliqgHLDKEvynDlJ5fB/zlq5k3rx5AGRmdmL48GFMmTKFrKwsT8v2wpEjR/jZz/6bFStW0qVVkBm9ShnatpLoljsrpNSB7KQgX+lRwnVdSlh8MIY5+3bwwAMPMH/ePO65916Sk5O9LvG8KZgQERERiTAzP/Aw8CWgEFhmZjOdcxu8qunw4cO8/PLLvPraa5SWlODiW1OV1pPqVhkEk9qBT6dz4j0XnUB1ai7VqblUOIevvBj/8b3sPLGXwpde5sUXX2T48OFcd911DBgwoMl+q3s+Fi9ezP/9n59RVnKS23qeYkyHCg1iKXUqLgAXZ1QwtmMFs/fE8sKiBdz2ta/wo//4MQMGDPC6vPOidzIRERGRTwwFtjnndgCY2XPAVMCTYGLevHncf//9BEMhqlKyqcy6mFBiWy9KETl3ZjWzgFS174tVlRFVtJHFy1eyaNEiRo8Zw09/8pNmHU4sWrSIH/7wh3RKCnFf3gl12ZB65TOYlFVOz5Qq/rDB8d3vfIff/f739O3b1+vSzpna+omIiIh8IgPYU2u5MLKuwZWWlvKrX/+G6tgUTvW9mvKulyiUkCbJRcVRmTGIE/2nU9G+P/PmzmX+/Plel1WvNm/eDMCPBx1TKCENpnNykB9eVEzIObZu3ep1OedFwYSIiIjIJ870Fe4/DJVvZjPMbLmZLT906FC9FLJu3TqOHT1CdXQyLiaxXh5DpEH5AuHuR8CcOXM8LqZ+lZaWEhMwjSUhDS4pOjxjTmlpqceVnB8FEyIiIiKfKAQ61VrOBPZ9diPn3GPOuTznXF56enq9FJKXl8eNN95I1LGPid88m8CxXRDSN6/SNPlKjxGzZynx294jt0sXvvWtb3ldUr1KSkqiotrx9JZ4qkNeVyMtRUUQ/rIpAYDExKYVaGuMCREREZFPLAO6mVlnYC9wPXCjF4X4fD5mzJhBRkYGf3z0UU5uex+LiqEiJZvq1C7hb541A8cXFopPpfozy1I3rOIUUUe3E330Y6z0KD6fj7HjxvGv//qvxMfHe11evbrhhhs4fvw4f//739lxMpo7+5wgLVYJxT+TlVj9uctydgdKffx+fSsKT/m49dZbmTx5stclnRcFE03QM0t2X9DtbsxveVM0iYiInA/nXLWZ3QXMJjxd6J+dc+u9rOnyyy9nwoQJFBQU8N577zF37jwqDm3BAtFUJaQTTGwX/klIB79O7c5XRdYwr0toHpzDV34c/6mD+E8eJKqkCMpPANC7dx++9KVbuPjii0lJSfG40IYRCAS466676Nu3Lw8+8H/5j+V+Lu1YypiOFbRRQHFWN3dvWt0PGoODpT4+3BfLnH3xBGLjeeCB/yQ/P9/rss6b3r1EREREanHOvQW85XUdtQUCAfLz88nPz+f73y9n8eLFrFy5ktWr17Br10qcc2A+QglpVCe0I5jQhlB8KqHYZLWqkHphVWX4So/iLz2C71QR0SVFuKpyAJJbtWLAkAH079+fUaNG0aFDB4+r9c64cePIzc3loYd+z2vLlvHarnj6p1ZyccdyBqRV4dfLUy5AdQgKDkXzwb5YNhyLwufzMXLkCO688y7at2/vdXkXRMGEiIiISBMSGxvLuHHjGDduHAAnT55k/fr1rF27ltVr1rBp4yaqD64DwPwBgnGtqY5LJRSfSjA+jVBca/BHefgMpElxIaz8ZDiAKDuKv/QoUeXHcBUlNZtkZGYyYMQl9OvXj379+pGRkdGspwI9X1lZWfz8579g//79vPnmm7z15hv8Zm0xrWNhbPtShrevoEO8WlHI53MO9pb4WXAghnkH4zhRAW3T2/C1r13BpEmTqK/xjhqKgokW5EK7gIiIiEjjlZSUxLBhwxg2LNwloaqqit27d7Nt2za2bdvG1q1b2bJ1G6WHNn9yo7hWVMW0IhTXmlBcSvgnthX4dGrYYjmHVZbgKzuGr6wYf3kx/rJi/OXHcMFwP3+f3092djbdu42ia9euNT9JSUkeF980dOjQgdtvv52vfOUrLFq0iNdfn8lry5bx6s542sU7BqSWc1GbKnqmVBFQSwoBKoOw8VgUK49Es/poLEfKwuMPjRgxnClTriAvLw+/v3lM/aJ3H5FmTOORiIi0PFFRUXTp0oUuXbowYcIEAJxzFBUV1YQV27dvZ/uOj9m/by2hUOSbWjOIPR1YpCiwaK5qBxA14UP4twtW1WzWKqU1XXp0pnPnMTUBRHZ2NtHR0R4W3zwEAgFGjx7N6NGjOXjwIAsXLmTxokV8sHIF7xRWExsw+rQu56K0KgakVZIS8w8zFkszdrjcx+rDUaw6Es3G4mgqgxATE01e3hCGDx/O8OHDSUtL87rMOqd3GREREZFmzsxo164d7dq1Y+TIkTXrKysrKSwsZOfOnTU/23fsOENgkUR1TCuCsafDihRCca3Arw+pjdbpLhjlxfjKisMhRPlx/OXHPx1AtEoht1tnOnceTXZ2Np07dyYnJ4fk5GQPi2852rVrx7Rp05g2bRplZWWsXLmSRYsWsWjhAgo2HQUgJylIn9aV9GpdRY+UKmKaxxfkElFabWwuDrDhWBQbjsWw51S4uUyHdm2ZPHUUw4YNY8CAAcTExHhcaf1SMCEiIiLSQkVHR5Obm0tubu6n1ldWVrJnzx527dpV8/PxxzspLNxAMBis2c5iEmq1sGhdE1wQaN4n0I1KKISv4ng4fIh0wwhUHMfKT0Dok79ValobOvfMIScnm+zs8E9OTg6tWrXysHipLS4ujhEjRjBixAjc977H9u3bWbx4MUsWL+btjRt4c3cIv0FucjW9WlfSu3UVXZOriVZQ0aRUBGFzcRQbj0WxsTiaj0/6cQ6iogL07dOXy4cNY/jw4WRlZbWosVoUTIiIiIjIp0RHR9d0B6mturqa/fv3fyqw2PHxx+zetZ3KgxU1230SWITHsAgHFq0hoBYWFywUwldxoiZ88JUdI6riOJQdBxdu3WJmtG3Xni69etWED9nZ2WRlZZGQkODxE5DzYWY1XWhuvvlmysrKWLduHStXrmTFigLe2LyFmTsdUT7omlxFr9bhny7J1RqfopGpDMK2EwE2Hotiw7FodpwMEAyB3++jV89e3DxoEIMGDaJ3797NvlXE51EwISIiIiLnJBAI0KlTJzp16sSoUaNq1odCIQ4ePMjHH3/Mrl27arqE7N617dOBRWwSVbEpBGtmCUnFxSSHu4tIDasqx1d2NDId51EC5cewsuKaFhC1A4icnBxycnLo3LkzWVlZLfqDTXMWFxfHkCFDGDJkCAAlJSWsWbOmJqh4ZfsOXv7YEe0PBxU9U8JBRW5yNVEKKhpUZRC2HQ+wqTjcImL7iQDVIfCZ0b1Hd6ZfNoiBAwfSt29f4uPjvS630VAwISIiIiJfiM/no0OHDnTo0IERI0bUrA+FQhw4cICdO3fy8ccfs2PHDrZs3crewk/GsPiHKU0T0sOtK3wtoH26c1jlKfwlh/CVHMVf9o9TcbZKaU333l3p0qULubm55OTkkJWVRWxsrIeFi9cSEhJqBkIEOHHiBKtXr2bVqlWsXrWSV3Z8zMsfO6IiQUWvlHBYkauuH3WuIghbj0exqTjApuJodtQKIrp168rVEwYxYMAA+vfvT2JiotflNloKJkRERESkXvh8Pjp27EjHjh0/FVhUVFSEW1Vs38727dvZtm07W7fVmtLU5ycUn0p1fBuCCekEE9JxsU2/ZYVVleMrOYS/5DD+ksNElR3GVZYB4Pf76ZSVTfduI2u60XTp0oXWrVt7XLU0BcnJyTUzfUA4qFizZg2rV69m5coVvLJ9B86Fu350Sa6md2SMilx1/ThvVaFwi4j1kTEidpwId83w+Xx0796NayYO5KKLLqJv374KIs6DggkRERERaVAxMTH06NGDHj161KxzznHw4EE2bdrEpk2b2LBxI5s3baaiaCMAFoimKj6dYHJ7qpM6EEpoA9a4P1FZxSn8J/cTOLGfqJIiKD8RXm9Gp6wseg8fS69evejZsye5ublERUV5XLE0F8nJyYwaNaqmy9XJkydZu3Ytq1atYuWKFbyyfTsvf+yIDRg9WlXQp3UVvVOr6JQQbOr5X50LOdh10s+GY1GsPxbNluNRVAZrdc2YNKgmiNBYLhdOwYSIiIiIeM7MaN++Pe3bt2fcuHEABINBdu/eHQ4qNmxg9Zo17N5VQAxg/iiqEttRndSBYHIHQvFpnreosKpS/Mf34T+5n+hTB2uCiMSkJAYOuYg+ffrUBDLqWy4NKSkpqWbGDwi3qAiPT7GC5cuW8sy2/QAkx0DvVhX0Tq2iT+sq0uNCXpbtCefgYJmP9Uej2HAsio3HYzhVGb4uO6sTUy4eyqBB4e4ZahFRdxRMiIiIiEij5Pf76dy5M507d2bSpEkAHDt2LNI8fSUFBSsoLFwW3jgmkcpWnahunUMwqV2Dtaaw8hMEju0iungXvlNFACQkJDIw7yIGDhzIwIEDycnJwedr3K07pGVJTk5m7NixjB07FoCioiIKCgooKChgRcEyFm86DkBGYoiLUisY2KaSrq2q8TXT1hTVIdhyPMDKw9GsOhLLwdLwE01vk8aoS4YwePBgBg0aRFpamseVNl8KJkRERESkyWjdujXjxo2raVVx5MgRli9fzty581i6bClVRRuxqFgqkzri/PXZNcIRVXIYKz0KQJcuXRk7fTLDhw+nS5cuCiKkSWnbti2TJk1i0qRJOOfYtWsXy5YtY+HCBby9Zg1v7o4jKRr6p5YzsE0V/VKriAs4r8v+QkqqjNVHolh1OJo1x2IorYKogJ+LBg7iuuHDGTp0KBkZGZj6tjQIBRMiIiIi0mSlpaUxYcIEJkyYQFlZGcuWLWPevHkUrFhJdWV1vT52VpdOjB1zA6NGjaJDhw71+lgiDcXMaqahvfbaazl58iRLly5l4cKFLF28mAUHSvD7oFdKFXnpFeS3rSQhqmmEFCcqjcUHY1h+KIYtxwOEHKQkJzFm/EhGjBhBXl6eull5RMGEiIiIiDQLcXFxjBkzhjFjxnhdikizkZSUxPjx4xk/fjzV1dWsX7+ehQsXsmD+PJ7YvI+nt8LAtApGdaigX2pVo5vlozIIq45Es+BADGuORBN00Dknmxsnj2b48OH07NkTv19zqHpNwYSIiIiIiIj8U4FAgAEDBjBgwAC+8Y1vsGXLFt555x3ef/cdlq05SXIMDEsvY2T7CnKSvJvhwznYdiLA/P0xLDkUS2kVpKW2Zvr1E/nSl75Ebm6uN4XJWSmYEBERERERkfNiZjWzzHzzm99k6dKlzJ49mw8WzOedwjg6JweZkl3KoDaVDTZoZjAES4qieWN3AoWnfMTERDNm3FgmTJjAwIED1TKiEVMwISIiIiIiIhcsEAjUTEd68uRJ5syZw/PPPcvv1h6gY4JjStYp8ttV1ls3j8ogzD8Qw1t7EigqNXKys7j3zhsYO3asxoxoIhRMiIiIiIiISJ1ISkpi6tSpXH755Xz00Uf87emneHTjTl7a6RjVroxof90OlFlWbcw7GE9xOfTs2YO7b/kyw4cP18w4TYyCCRH5B88s2X3et7kxP6seKhERERGRpigQCDB+/HguueQSFi1axNNPP8WrGzbWy2MNHHgRt9zyZQYOHKjpPZsoBRMiIiIiIiJSL8yspptHRUVFvTxGTExMvdyvNBwFEyIiIiIiIlLvFCDI2ajjjYiIiIiIiIh4RsGEiIiIiIiIiHhGXTlEpE5cyICZoEEzRURERERaOrWYEBERERERERHPKJgQEREREREREc+oK4fHLrT5u4iIiIiIiEhz0OiCCTObCPwW8AP/65x7wOOSRKQeaWwKEREREZGWrVF15TAzP/AwMAnoDdxgZr29rUpERERERERE6ktjazExFNjmnNsBYGbPAVOBDZ5WJSLNRkN3n1LLjpZFLYBEREREzp8557yuoYaZXQNMdM7dHlm+Bch3zt1Va5sZwIzIYg9gcx2X0QY4XMf32ZJpf9Yt7c+6o31Zt7Q/61Zd7M9s51x6XRQjn8/MDgG7vK5DvjD9HxNpPPR6bD7O6XyksbWYsDOs+1Ry4px7DHis3gowW+6cy6uv+29ptD/rlvZn3dG+rFvan3VL+7NpUQDUPOh1J9J46PXY8jSqMSaAQqBTreVMYJ9HtYiIiIiIiIhIPWtswcQyoJuZdTazaOB6YKbHNYmIiIiIiIhIPWlUXTmcc9Vmdhcwm/B0oX92zq1v4DLqrZtIC6X9Wbe0P+uO9mXd0v6sW9qfIg1PrzuRxkOvxxamUQ1+KSIiIiIiIiItS2PryiEiIiIiIiIiLYiCCRERERERERHxjIKJCDObaGabzWybmd3ndT1NjZl1MrMPzGyjma03s7sj61PN7F0z2xr53drrWpsSM/Ob2UozeyOy3NnMlkT25/ORQWLlHJhZipn93cw2RY7T4To+L5yZfTfyWl9nZs+aWayOz3NnZn82syIzW1dr3RmPRwv7XeT9aY2ZDfKucpHmSeeBIo3Dmd4fpWVQMEH4wx/wMDAJ6A3cYGa9va2qyakGvu+c6wUMA+6M7MP7gPedc92A9yPLcu7uBjbWWn4Q+HVkfx4DbvOkqqbpt8DbzrmewADC+1XH5wUwswzg20Cec64v4cGKr0fH5/l4Apj4mXVnOx4nAd0iPzOARxqoRpEWQeeBIo3KE/zj+6O0AAomwoYC25xzO5xzlcBzwFSPa2pSnHP7nXMrIpdPEv7Ql0F4Pz4Z2exJ4EpvKmx6zCwTuBz438iyAZcAf49sov15jswsGRgDPA7gnKt0zhWj4/OLCABxZhYA4oH96Pg8Z865ucDRz6w+2/E4FfirC1sMpJhZh4apVKRF0HmgSCNxlvdHaQEUTIRlAHtqLRdG1skFMLMcYCCwBGjnnNsP4fACaOtdZU3Ob4B7gFBkOQ0ods5VR5Z1nJ67XOAQ8JdI15j/NbMEdHxeEOfcXuCXwG7CgcRxoAAdn1/U2Y5HvUeJ1C+9xkREPKZgIszOsE7zqF4AM0sEXgK+45w74XU9TZWZTQaKnHMFtVefYVMdp+cmAAwCHnHODQRKULeNCxYZ+2Aq0BnoCCQQbgL9WTo+64Ze+yL1S68xERGPKZgIKwQ61VrOBPZ5VEuTZWZRhEOJvznnXo6sPni6yXHkd5FX9TUxI4ErzGwn4SallxBuQZESaToPOk7PRyFQ6JxbEln+O+GgQsfnhbkU+Ng5d8g5VwW8DIxAx+cXdbbjUe9RIvVLrzEREY8pmAhbBnSLjCgfTXgQt5ke19SkRMY/eBzY6Jz7Va2rZgK3Ri7fCrzW0LU1Rc65HzrnMp1zOYSPxznOuZuAD4BrIptpf54j59wBYI+Z9YisGg9sQMfnhdoNDDOz+Mhr//T+1PH5xZzteJwJfDkyO8cw4PjpLh8iUid0Higi4jFzTi3VAMzsMsLfSPuBPzvnfuZxSU2KmY0C5gFr+WRMhH8jPM7EC0AW4Q8z1zrnNKDNeTCzccAPnHOTzSyXcAuKVGAlcLNzrsLL+poKM7uI8ECi0cAO4KuEw1kdnxfAzH4CXEd4Rp6VwO2E+2Tr+DwHZvYsMA5oAxwEfgy8yhmOx0j48xDhUcpLga8655Z7UbdIc6XzQJHG4Uzvj865xz0tShqEggkRERERERER8Yy6coiIiIiIiIiIZxRMiIiIiIiIiIhnFEyIiIiIiIiIiGcUTIiIiIiIiIiIZxRMiIiIiIiIiIhnFEyIXCAzSzOzVZGfA2a2t9Zy9Ge2nW1mSV7V+llmNj8yfeZn119QnWbW28xWm9lKM8s5yzYBMys+y3VPm9mVn3P/3zOz2HO4nzvN7KbPuZ9LzezVz3suIiIi4p3zOb+qw8ccZGYT6+O+ReTcBLwuQKSpcs4dAS4CMLP7gVPOuV/W3sbMjPC0vBMavsLz9wXqvAr4u3Puv+qynlq+B/wZKP+8jZxzD9fT44uIiEgDOJfzq89jZn7nXPA8H3YQ0Bd4+zxvJyJ1RC0mROqYmXU1s3Vm9kdgBdDBzArNLCVy/VfNbE2khcFfIuvamdnLZrbczJaa2bDI+v82syfN7AMz22pmX4usz4i0elgVeawRZ6klYGZPmdnayHbf/sz1/khrhfsjy4VmllLrOTxuZuvNbNbpFgtneIwrgLuAb5jZe5F190Ruv87M/uUMt/GZ2R/MbIOZvQ60+Zz9+V2gLTDv9P1H1j8Q2YeLzKxtrf31ncjl7mY2J7LNis+25DCz/NPrI7d73Mw+MrMdZnZnre1ujfxNVkVq9p1tv5rZdyPPabWZPX225yQiIiLnz8xeN7OCyLnJ7ZF1ATMrjryXLwWGmtkVZrbZzOaZ2e9Pt5Y0s0QzeyLyvr7SzKaYWRzwn8BNkff6azx8iiItllpMiNSP3sBXnXPfAAg3nAAzGwDcC4xwzh01s9TI9r8Dfu6cWxz5AP0G4eQeoB8wAkgGVpjZm8DNwOvOuQfNzA/EnaWOwUAb51y/yOOn1LouADwDrHDOPXiG2/YAbnDOrTWzl4Ergec+u5FzbqaZDQUOO+d+E7l8EzAU8ANLzewjYEOtm10DdI48x46R6/54pifgnPu1mX0fGO2cKzazANAK+Mg5d5+Z/Qr4GvDAZ276LHC/c+71SKjiA7pG9sNo4NfAFc65wsjfpzswHkgBNkaCpV7ANMJ/r2ozewy4Hth+lv16D5DtnKv8zL4WERGRL+7WyPlTPLDczF4CThI+L1jhnPtR5LotwEhgN/BCrdv/J/C2c+4rZtYaWAL0B34K9HXOfachn4yIfELBhEj92O6cW3aG9ZcAzzvnjgKc/g1cCvQ4HWAArSMJPsCrzrlyoNzM5gJDgGXAo5EP3K8651afpY5tkfv9LfAW8E6t6x4HnjlLKAGwzTm3NnK5AMg5+9P9lNHAS865UoDItxSj+HQwMQZ41jkXAgrN7MNzvO/Typxzs2rVNrr2lZGTjTbOudcBIvvvdEDUF/gD8CXn3IFaN3vDOVcJFJnZUSCd8N9lCOGTHwgHQHuA2Zx5v64Hnjaz1wCNZSEiIlK3vhtpqQmQCXQBVgGVwCuR9b2Bzc65XQBm9izw5ch1/weYZGb3RZZjgayGKFxEPp+6cojUj5KzrDfAnWX9UOfcRZGfDOdcWeS6z27vnHNzgHHAfuBvdpYBHyP9NPsD84FvA4/WunoBMN7MYs5Sa0Wty0HOPci0f75JuLxz3O5MKmtdPlttZ7v/fZHbf3bwzzMA4zgZAAAgAElEQVQ9XwP+XOvv0sM591+fs18nEG75MZRwmOE/j+ckIiIiZ2FmlxL+YmOYc24AsIZwsADhLyxOv+9/3nmIAVfWel/Pcs5tqb+qReRcKZgQaVjvAdef7sJRqyvHe0DtcQ1qf2i+0sxizKwN4ZYBy80sGzjgnHsMeAIYeKYHM7N0woNvvgj8mPDgTqc9Fnnc5yLdI+rKXGCamcWZWSIwFZh3hm2uj4zXkAGM/Sf3eRI459lCnHPHgMNmNgXAzGIjTTsBjgKTgZ9HunR8nveA6ZF9f3qk8Kwz7ddICJEZCY3+lXCLi/iz3bGIiIicl1bAUedcmZn1Idyi8UzWE27V2MnCzR2vq3XdbMJfKABgZqfPn87rPENE6p6CCZEG5JxbA/wcmGtmq4BfRK66Exhp4UExNwBfr3WzZcAsYBHwY+fcQcJjIaw2s5WEP/j//iwP2anWY/0J+LfP1PNzwl0snjCzOvl/4JxbSnh8h2XAYuCRWl1CTvs74X6f64CHCAcVn+cx4D2rNfjlObgJ+L6ZrSHcsiG9Vo37gSsId4fJ+5znshb4SeSx1xDustGOM+/XAPBMZLsVwIPOuZPnUa+IiIic3ZtAvJmtJjxWxJIzbRTpSnoX4S8X5hFuKXk8cvVPIvex1szWA/dH1s8BBkQGxNTglyIesE9aPYlIY2Nm/01kUEmvaxERERFpCsws0Tl3KtJi4lFgrXPubF/iiEgjoBYTIiIiIiLSnHwz0qpxA+GBq//kcT0i8k+oxYRIM2Fmy/nHQSBvdM5tONP2F/gYfwSGfWb1r5xzf62j+5/JP46O/QPn3Pl04RARERERkSZEwYSIiIiIiIiIeEZdOURERERERETEMwomRERERERERMQzCiZERERERERExDMKJkRERERERETEMwomRERERERERMQzCiZERERERERExDMKJkRERERERETEMwomRERERERERMQzCiZERERERERExDMKJkRERERERETEMwomRERERERERMQzCiZERERERERExDMKJkRERERERETEMwomRERERERERMQzCiZERERERERExDMKJkRERERERETEMwomRERERERERMQzCiZERERERERExDMKJkRERERERETEMwomRERERERERMQz9R5MmJnfzFaa2RuR5c5mtsTMtprZ82YWHVkfE1neFrk+p75rExERERERERFvNUSLibuBjbWWHwR+7ZzrBhwDbousvw045pzrCvw6sp2IiIiIiIiINGPmnKu/OzfLBJ4EfgZ8D5gCHALaO+eqzWw4cL9zboKZzY5cXmRmAeAAkO4+p8A2bdq4nJyceqtfRESkqSooKDjsnEv3uo6WQOcjIiIiZ3au5yOBeq7jN8A9QFJkOQ0ods5VR5YLgYzI5QxgD0AktDge2f5w7Ts0sxnADICsrCyWL19er09ARESkKTKzXV7X0FLk5OTofEREROQMzvV8pN66cpjZZKDIOVdQe/UZNnXncN0nK5x7zDmX55zLS0/XF0EiIiIiIiIiTVl9tpgYCVxhZpcBsUAy4RYUKWYWiLSayAT2RbYvBDoBhZGuHK2Ao/VYn4iIiIiIiIh4rN5aTDjnfuicy3TO5QDXA3OcczcBHwDXRDa7FXgtcnlmZJnI9XM+b3wJEREREREREWn6GmJWjs+6F/iemW0jPIbE45H1jwNpkfXfA+7zoDYRERERERERaUD1PfglAM65D4EPI5d3AEPPsE05cG1D1CMiIiIiIiIijYMXLSZERERERERERAAFEyIiIiIiIiLiIQUTIiIiIiIiIuIZBRMiIiIiIiIi4hkFEyIiIiIiIiLiGQUTIiIiIiIi0mi8+OKLvPnmm16XIQ2oQaYLbUqeWbL7gm53Y35WHVciIiIiIiLS8jz88MMAXH755R5XIg1FLSZERERERETk/7N373FS13Xfx1+fmdkDuywsC8sZ5SCgiGdEzQ6XmqVeFtVl3XXdV1mXaaV1p13XVVpXV9ZVlmaaqVkeSk07mEdExSxRUwQkIw4eAEFgAWFl2fPuHD/3H/NbWGTF0878dmbez8djH/M7zex7C3DnPd/f9ysSGhUTIiIiIiIiIhIaFRMiIiIiIiIiEhoVEyIiIiIiIiISGhUTIiIiIiIiIhIaFRMiIiIiIiIiEhoVEyIiIiIiIiISGhUTIiIiIiIiIhIaFRMiIiIiIiIyILh72BEkBComREREREREZEBIpVJhR5AQqJgQERERERGRASGZTIYdQUKgYkJEREREREQGhN4jJnRbR+lQMSEiIiIiIiIDQu8RE+l0OsQkkk8qJkRERERERGRA6F1GqJgoHSomREREREREZEDoXUZovonSoWJCREREREREBoTec0xoxETpUDEhIiIiIiIiA0LvMkJLh5YOFRMiIiIiIiIyIPQuJrQqR+nIWTFhZpVmtsTM/mFmq8zsu8Hxm81svZktC74OD46bmf3MzNaa2XIzOzJX2URERERERGTgyWQyfW5LcYvl8LXjwInu3m5mZcCTZvZQcO6/3P3O11x/KjA1+DoGuC54FBERERERkRKgYqI05WzEhGe1B7tlwde+xuLMAW4NnrcIqDWzMbnKJyIiIiIiIgOXbuUoHTmdY8LMoma2DNgOPOLui4NTPwhu17jSzCqCY+OATb2e3hAcExEREREREZEildNiwt3T7n44MB6YbWYzgYuAA4GjgTrgG8Hl1tdLvPaAmZ1jZkvNbGljY2OOkouIiIiIiEiYzPp6iyjFKC+rcrh7M/AYcIq7bw1u14gDvwZmB5c1ABN6PW08sKWP17re3We5+6z6+vocJxcREREREZF8iUR2v0VVMVE6crkqR72Z1Qbbg4D3Ay/0zBth2T9lHwFWBk+ZC3wmWJ3jWKDF3bfmKp+IiIiIiIgMXComSkcuV+UYA9xiZlGyBcgd7j7PzB41s3qyt24sA74YXP8gcBqwFugEPpfDbCIiIiIiIjLARKPRPreluOWsmHD35cARfRw/8XWud+C8XOURERERERGRgU3FRGnKyxwTIiIiIiIiIm9ExURpUjEhIiIiRc3MLjCzVWa20sx+Z2aVZjbJzBab2Roz+4OZlQfXVgT7a4PzE8NNLyJSWlRMlCYVEyIiIlK0zGwc8P+AWe4+E4gCnwQuBa5096nATuCs4ClnATvd/QDgyuA6ERHJk1hs92wDKiZKh4oJERERKXYxYJCZxYAqYCtwInBncP4WsiuFAcwJ9gnOn2SaFl5EJG/Kysp2bfcuKaS4qZgQERGRouXum4HLgY1kC4kW4G9As7ungssagHHB9jhgU/DcVHD98HxmlnA8/fTTtLS0hB1DpOTpVo7SpGJCREREipaZDSM7CmISMBaoBk7t41Lveco+zvV+3XPMbKmZLW1sbOyvuBKSHTt2cNFFF3H11VeHHUWk5PUeMSGlQ8WEiIiIFLP3A+vdvdHdk8DdwLuA2uDWDoDxwJZguwGYABCcHwo0vfZF3f16d5/l7rPq6+tz/TNIjsXjcQBWrFgRchIR0e0bpUnFhIiIiBSzjcCxZlYVzBVxEvAcsAA4I7jmTOC+YHtusE9w/lF332vEhBSXdDoddgQRCej2jdKkYkJERESKlrsvJjuJ5bPACrK/+1wPfAP4mpmtJTuHxE3BU24ChgfHvwZcmPfQknfJZDLsCCIS0HzDpUnjZERERKSouft3gO+85vA6YHYf13YDH89HLhk4NGJCRCRcGjEhIiIiIiUtkUiEHUFEpKSpmBARERGRkqZiQkQkXComRERERKSkqZgQEQmXigkRERERKWk9xYQWYBERCYeKCREREREpaT3FhFYDEBEJh4oJERERESlpPcuFasSEiEg4VEyIiIiISEnbXUyEHEREpESpmBARERGRkpZKpbIbupNDRCQUKiZEREREpKSl02lAt3KIiIRFxYSIiIiIlLSeQsI0ZEJEJBQqJkRERESkpGUyGQAcjZgQEQmDigkRERERETRiQkQkLComRERERETQiAkRkbComBARERERQSMmRETComJCREREREqaWbaQ0IgJEZFwqJgQERERkZLWU0xoxISISDhyVkyYWaWZLTGzf5jZKjP7bnB8kpktNrM1ZvYHMysPjlcE+2uD8xNzlU1EREREREREBoZcjpiIAye6+2HA4cApZnYscClwpbtPBXYCZwXXnwXsdPcDgCuD60RERERERESkiOWsmPCs9mC3LPhy4ETgzuD4LcBHgu05wT7B+ZOsZ1ydiIiIiEiOaY4JEZFw5HSOCTOLmtkyYDvwCPAS0OzuqeCSBmBcsD0O2AQQnG8BhvfxmueY2VIzW9rY2JjL+CIiIiJSAtyzhYTmmBARCUdOiwl3T7v74cB4YDZwUF+XBY99/Zdgr9ra3a9391nuPqu+vr7/woqIiIhISeopJjRiQkQkHHlZlcPdm4HHgGOBWjOLBafGA1uC7QZgAkBwfijQlI98IiIiIiIaMSEiEo5crspRb2a1wfYg4P3A88AC4IzgsjOB+4LtucE+wflHvae+FhEREREREZGiFHvjS962McAtZhYlW4Dc4e7zzOw54Pdm9n3g78BNwfU3Ab8xs7VkR0p8MofZRERERET2oFs5RETCkbNiwt2XA0f0cXwd2fkmXnu8G/h4rvKIiIiIiOyLFoQTEQlHXuaYEBEREREZqCKR4FdiDZgQEQmFigkRERERKWnRaBTQiAkRkbComBARERGRktZTTGjIhIhIOFRMiIiIiEhJKysrCzuCiARSqVTYESQEKiZEREREpKSpmBAZOLq7u3dtu2sUU6lQMSEiIiIiJU3FhMjAEY/Hd20nk8kQk0g+qZgQERERkZJWXl4edgQRCXR2du7a7j16QoqbigkRERERKWk9xYRW5RAJX+9iove2FDcVEyIiIiJS0nqKCd3PLhI+FROlScWEiIiIiJQ0jZgQGTg6Ojr63JbipmJCREREREpaLBYLO4KIBNrb23dtt7W1hZhE8knFhIiIiIiUNK3KITJw9C4jepcUUtxUTIiIiIhISYtGo4DmmBAZCHoXExoxUTpUTIiIiIhISespJkQkfK2trQwqAwu2pTTohjoREREREREZEFpaWhhaDlEzWlpawo4jeaIREyIiIlLUzKzWzO40sxfM7HkzO87M6szsETNbEzwOC641M/uZma01s+VmdmTY+SX3tBqHyMDR0tLC4FiKwWWuYqKEqJgQERGRYncVMN/dDwQOA54HLgT+4u5Tgb8E+wCnAlODr3OA6/IfV8KigkIkfM07m6gpy1ATS9Hc3Bx2HMkTFRMiIiJStMxsCPBe4CYAd0+4ezMwB7gluOwW4CPB9hzgVs9aBNSa2Zg8x5aQaPJLkfA1NzczpCzDkLIMzTubwo4jeaJiQkRERIrZZKAR+LWZ/d3MbjSzamCUu28FCB5HBtePAzb1en5DcExKgEZMiIQrk8nQ0tpKTbkzpDzDzp07w44keaJiQkRERIpZDDgSuM7djwA62H3bRl/6eme618foZnaOmS01s6WNjY39k1RC0zNSQiMmRMLV1tZGOp1hSHmGmvIMra1tpNPpsGNJHqiYEBERkWLWADS4++Jg/06yRcW2nls0gsftva6f0Ov544Etr31Rd7/e3We5+6z6+vqchZf8yGQygEZMiIStZ4TE0LIMQ8udjLuWDC0RKiZERESkaLn7K8AmM5seHDoJeA6YC5wZHDsTuC/Yngt8Jlid41igpeeWDylePZ/IasSESLh6iokh5RmGlmf2OCbFLRZ2ABEREZEc+wpwu5mVA+uAz5H9cOYOMzsL2Ah8PLj2QeA0YC3QGVwrRS6VSgEaMSEStqam7GSXQ8udqGV2HZs8eXKYsSQPVEyIiIhIUXP3ZcCsPk6d1Me1DpyX81AyoCQSibAjiAi9i4kM0YjtcUyKm4oJERERESlpyWQy7AgiQraEiEZgcJkTi+w+JsUvZ3NMmNkEM1tgZs+b2Soz+2pw/GIz22xmy4Kv03o95yIzW2tmL5rZB3OVTURERESkh4oJkYGhqamJ2gowg8qoUx5VMVEqcjliIgX8h7s/a2Y1wN/M7JHg3JXufnnvi81sBvBJ4GBgLPBnM5vm7lofRkRERERyRrdyiAwMO3bsYGhZ9u2fGdRWqJgoFTkbMeHuW9392WC7DXgeGLePp8wBfu/ucXdfT3bSqdm5yiciIiIiAruLCa3KIRKuplcbqS3f/bn00LIUO3a8GmIiyZe8LBdqZhOBI4CeNcS/bGbLzexXZjYsODYO2NTraQ3su8gQEREREXnHeooJrcohEq4dO3ZQW5HZtV9bnmZHY2OIiSRfcl5MmNlg4C7gfHdvBa4DpgCHA1uBn/Rc2sfT96qtzewcM1tqZksb9YdURERERN4hjZgQCV8ymaSlrZ3a8l7FREWGHbqVoyTktJgwszKypcTt7n43gLtvc/e0u2eAG9h9u0YDMKHX08cDW177mu5+vbvPcvdZ9fX1uYwvIiIiIiVAc0yIhK/3UqE9asszdHR20dXVFVYsyZOcTX5p2bFwNwHPu/sVvY6Pcfetwe5HgZXB9lzgt2Z2BdnJL6cCS3KVT0RERAqLmdUDZwMT6fU7jLv/e1iZpDj0rMqhARMi4Xn11excEnvcylGR/Uu5Y8cOxo8fH0ouyY9crspxPPBpYIWZLQuOfRP4lJkdTvY2jZeBLwC4+yozuwN4juyKHudpRQ4RERHp5T7gr8CfAf2OIP1mdzGhZkIkLD0jJoZV7DliouecionilrNiwt2fpO95Ix7cx3N+APwgV5lERESkoFW5+zfCDiHFJ5VKZTc096VIaHbs2AGw1xwTvc9J8crLqhwiIiIi/WCemZ0WdggpPul0dgBOJqMREyJhaWpqwgyGlO/+e9h7xIQUNxUTIiIiUii+Srac6DKzVjNrM7PWsENJ4esZMdFTUIhI/jU1NVFTbkR6jVyqLnOipmKiFORyjgkRERGRfuPuNWFnkOK0u5hIhZxEpHTt3LmToeV7loMRg6GVKiZKgYoJERERGdDM7EB3f8HMjuzrvLs/m+9MUlx6iolUSiMmRMLSvHMnNbG9y8GaWIbm5uYQEkk+qZgQERGRge4/yC4T+pM+zjlwYn7jSLHZXUwkQ04iUrqadzYxoWzveV4Gx1I079wZQiLJJxUTIiIiMqC5+9nB4wlhZ5HilEgkAEinUrg7ZlqeQyTf2trbqB7SRzFR5mxuawkhkeSTigkREREZ0MzsY/s67+535yuLFKdkMjtSwt1JpVKUlZWFnEiktLg77R1dVNVl9jpXFXPa2ztCSCX5pGJCREREBroP7eOcAyom5B2Jx+N7bKuYEMmv7u5uMpkMg2J7j5gYFHM6O7tCSCX5pGJCREREBjR3/1zYGaS4dXd379qOx+MMHjw4xDQipaenHCyP7H2uPOIkkkndZlXkVEyIiIhIQTCz/+nruLt/L99ZpLj0LiZ6b4tIfvTM81IW2XvERM+xRCJBRUVFXnNJ/qiYEBERkULR+ybjSuB04PmQskgR6exSMSESpnQ6u1RvrI8RE9HIntdIcVIxISIiIgXB3fdYLtTMLgfmhhRHikh3dzceiWGZ1B7zTYhIfvneAyakRPTRSYmIiIgUhCpgctghpPB1d3fjscpd2yKSX5FI9m1pX72EyorSoBETIiIiUhDMbAW7f2+NAvWA5peQdyyRSOCxckjsvtddRPKnvLwcgOTeq4WSzNge10hxUjEhIiIiheL0XtspYJu7p8IKI8UjmUzisUG7tkUkv3omtUxk9l51I5ExYtEosZjeuhYz3cohIiIihSIGvOLuG4CpwLlmVhtyJikC6XQKImWARkyIhKGnmOhO7V1MdKeMQZVajaPYqZgQERGRQnEXkDazA4CbgEnAb8ONJMUgk07jkWh2O9PHWHIRyaloNEp11SA6+igm2lNGTU1NCKkkn1RMiIiISKHIBLdufAz4qbtfAIwJOZMUgXQ6DUExkUrp7iCRMNTU1NCR3PvtaUfSqBkyJIREkk8qJkRERKRQJM3sU8BngHnBsbIQ80gR8GDKf7fIHvsikl/DhtXRmth7xERrMsawuuEhJJJ8UjEhIiIiheJzwHHAD9x9vZlNAm4LOZMUuHQ6nd0IigndyiESjrrhw2lJ7T3BZWsywrBhw0JIJPmkqU1FRESkILj7c8D/67W/HvhReImkGOwuJqJ77otIXtXV1bEiEd3jWMahNZ49J8VNxYSIiIgUBDM7HrgY2J/s7zAGuLtPDjOXFLZdIyQiGjEhEqa6ujra4k46A9FgXH970kg7DB+uWzmKnYoJERERKRQ3ARcAfwP0sbb0i57JLj0S22NfRPJr+PDhONCSjFBXkS0Im+PZhkIjJoqfigkREREpFC3u/lDYIaS47Lp1Q8WESKh6yoeWuFFXkT3WklAxUSpUTIiIiEihWGBmPwbuBuI9B9392fAiSaFLJBIAeLQcgGQyGWYckZLVM8FlayJCz6C4nlU6NPll8VMxISIiIoXimOBxVq9jDpwYQhYpEruKiUgMLEI8Hn+DZ4hILuwqJpK7F47s2a6trQ0lk+RPzooJM5sA3AqMBjLA9e5+lZnVAX8AJgIvA59w951mZsBVwGlAJ/BZfQIiIiIiPdz9hLAzSPHp7u7ObkRjWDS2e19E8qqmpgaAjpTtOtaRMiJmVFdXhxVL8iSXIyZSwH+4+7NmVgP8zcweAT4L/MXdf2RmFwIXAt8ATgWmBl/HANex+5MRERERKVFm9m/ufpuZfa2v8+5+Rb4zSfHo6uoCghET0TIVEyIhqaqqwszoTO4uJjqTEaqrq4hEIvt4phSDnP0/7O5be0Y8uHsb8DwwDpgD3BJcdgvwkWB7DnCrZy0Cas1sTK7yiYiISMHo+ais5nW+RN62XUVEpAwiGjEhEpZoNEp5eRnx9O5iIp6GQYMqQ0wl+ZKXOSbMbCJwBLAYGOXuWyFbXpjZyOCyccCmXk9rCI5tfc1rnQOcA7DffvvlNLeIiIiEz91/GTx+d1/XmdlF7v7D/KSSYrFrxES0jEykjM7OzpATiZSu8liMpO/eT2aMsrLy8AJJ3uR8TIyZDQbuAs5399Z9XdrHMd/rgPv17j7L3WfV19f3V0wREREpfB8PO4AUnt63cmQi0V37IpJ/sbIY6czut4Vph1hM6zWUgpwWE2ZWRraUuN3d7w4Ob+u5RSN43B4cbwAm9Hr6eGBLLvOJiIhIUenrQ47sCbOomf3dzOYF+5PMbLGZrTGzP5hZeXC8IthfG5yfmJ/oEpbek196JEanigmR0GTSGazXv+Rm4JlMeIEkb3JWTASrbNwEPP+aSanmAmcG22cC9/U6/hnLOhZo6bnlQ0RERORN2GukZS9fJTvfVY9LgSvdfSqwEzgrOH4WsNPdDwCuDK6TIrZ7xEQZHimjs1PFhEhY0pkMUdv9T3nEIJ1Oh5hI8iWXIyaOBz4NnGhmy4Kv04AfASeb2Rrg5GAf4EFgHbAWuAE4N4fZREREpPj0OWLCzMYD/wzcGOwbcCJwZ3DJayfj7pmk+07gpOB6KVLxeDy7EYlCJLp7X0Tyyt2Jx+OU93qHWhFxuuOakLYU5OyGHXd/ktcfUnlSH9c7cF6u8oiIiEjR++PrHP8p8HV2r+AxHGh291Sw3zPhNvSajNvdU2bWElz/au8X1GTcxSORSIBFwCJ4JKZiQiQkiUSCZCpNVWz3rRtVMae9SRPSlgLNJCIiIiIFwcwmAV8BJtLrdxh3/3DweEkfzzkd2O7ufzOzf+o53MfL+5s4t/uA+/XA9QCzZs3a1y0kMsAlEgksGvxxsiipZDLcQCIlqrU1u07Cyp1ltCQi/Nu0TqrLnHg8QTwep6KiIuSEkksqJkRERKRQ3Et2/qr7gTc7G9rxwIeD20krgSFkR1DUmlksGDXRe8Ltnsm4G8wsBgwFmvrvR5CBJpFIZG/jAIhESSYT4QYSKVE7duwAoDURYaNnO+La8syuc2PHjg0tm+RezpcLFREREekn3e7+M3df4O6P93zt6wnufpG7j3f3icAngUfd/f8CC4AzgsteOxl3zyTdZwTXa0REEetdTHgkSiqVQv+Xi+Tf9u3ZxRrLer1DravM7HFOipeKCRERESkUV5nZd8zsODM7sufrbb7WN4CvmdlasnNI3BQcvwkYHhz/GnDhO48tA1kymczOMQHZeSbcSaVS+36SiPS7rVuzCzKWRXYXgyMq03uck+KlWzlERESkUBxCsOIXu2/l8GD/Dbn7Y8BjwfY6YHYf13QDH3/nUaVQxONxPJL9lbjnMR6PU1ZWFmYskZKzceNGhlQY0V4z/dRXZohGsuekuKmYEBERkULxUWCyu2sSAOk33d3dZKxnjondxcTgwYNDTCVSejZu2MDoQXtOPhuNwKhBrmKiBOhWDhERESkU/wBqww4hxaWjo4NMJDs6wqNlu46JSP5kMhleemktE6r3vo1qfHWCl9asDiGV5JNGTIiIiEihGAW8YGbPAPGegz3LhYq8HW3t7Xi0HFAxIRKWLVu20NnVzf41KTZ3RPc4t//gFEvWNdLW1kZNTU1ICSXXVEyIiIhIofhO2AGk+LS0tODlowHwWCUAra2tYUYSKTkvvvgiABNrUix8pWKPc5OGpHddM2vWrLxnk/xQMSEiIiIF4Y2WBhV5q9LpNG2trfjoicDuYqKpqSnEVCKl57nnnqM8ChOq03udmzwkhQXXqJgoXiomREREpCCYWRvZVTgAyoEyoMPdh4SXSgrZzp07cXe8vApg1+Orr74aZiyRkrNq1Uom1aSI9jEDYlXMGTs4w6pVK/MfTPJGxYSIiIgUBHff4+ZiM/sIfSz5KfJmbd++HYBMeXX2QCSGlQ/adVxEcq+zs5M1a9Zw2vjXX3Bp2pAEi5cvJ51OE41GX/c6KVxalUNEREQKkrvfC5wYdg4pXFu3bgXAy3cvDZouq951XERy77nnniOdzr3E2jQAACAASURBVDC9du8VOXpMr03S2dXNunXr8phM8kkjJkRERKQgmNnHeu1GgFnsvrVD5C3bsmULAJmK3YNx0uU1bGrYHFYkkZKzbNkyIgZThyZf95oDh2VLi7///e9MnTo1X9EkjzRiQkRERArFh3p9fRBoA+aEmkgK2pYtW7CKagiWCQXIVNbQuH0bqdTrf3orIv3nb0ufYcqQFIP28ZF5XUWG0dXO3/72t/wFk7zSiAkREREZ8MwsCix39yvDziLFY8PGjaTK95i6hEzlUDKZDK+88grjx48PKZlIaWhra+PFF1fzof1ff36JHjNq4yxctoxUKkUsprexxUYjJkRERGTAc/c08OGwc0hx2bhxE+nKPRd1yVQODc5tDCOSSElZtmwZGXcOHvb6t3H0mFmXpDse57nnnstDMsk3FRMiIiJSKBaa2TVm9h4zO7LnK+xQUphaWlpob2vdVUT06NnftGlTGLFESsqSJUuojBkHDH3jW6cOqk0SsexzpPhoDIyIiIgUincFj9/rdczRyhzyNvQUD68tJohVYOWDNGJCJMfcnWcWL+Kg2jixN/FxeXWZM2VIiiWLF/H5z38+9wElr1RMiIiISEFw9xPCziDFo6d4yFTW7nUuVTGEDRtUTIjk0saNG3lleyOnTH/j+SV6HDY8wZ1r1tLU1ERdXV0O00m+6VYOERERKQhmNsrMbjKzh4L9GWZ2Vti5pDBt2LABIlG8YvBe59KVQ3l5w8v5DyVSQhYvXgzAocPfeH6JHocOT+zxXCkeKiZERESkUNwMPAyMDfZXA+eHlkYK2oYNG/DKoWB7/zqcqaylva2N5ubmEJKJlIannnqS8YMzjKjMvOnn7D84zbBKePrpp3OYTMKgYkJEREQKxQh3vwPIALh7CkiHG0kK1fqXN5CqGNrnucyg7O0dGzZsyGckkZLR0tLCihUrOXJ491t6nhkcXtfNksWLicfjOUonYVAxISIiIoWiw8yGk53wEjM7FmgJN5IUong8zvZtr5AZ9DrFRDDvhCbAFMmNRYsWkclkOLL+zc8v0ePI+gTd8TjPPvtsDpJJWFRMiIiISKH4GjAXmGJmTwG3Al8JN5IUooaGBty9z4kvAby8GouWacSESI48tmABwwfBpJq3Pujt4GFJqsrg8ccfz0EyCUvOigkz+5WZbTezlb2OXWxmm81sWfB1Wq9zF5nZWjN70cw+mKtcIiIiUrCmAKeSXTb0YWANWmFM3obXXSq0hxmZyiG7rhOR/tPe3s7Spc8wa0QXZm/9+bEIHDG8myf/+gTJ5JufOFMGtlyOmLgZOKWP41e6++HB14OQnVUb+CRwcPCcn5tZNIfZREREpPB8291bgWHA+4HrgevCjSSFqKGhAYBM5ZDXvSZVXsOGjSomRPrbE088QTKV5piRb/02jh7HjkzQ3tHJkiVL+jGZhClnxYS7PwE0vcnL5wC/d/e4u68H1gKzc5VNREREClLPmN9/Bn7h7vcB5SHmkQK1ZcsWrLwKomWve02mYgiN27eRTmt+VZH+NH/+Q4yudqYMSb3t15hZl2RIBcyfP78fk0mYwphj4stmtjy41WNYcGwc0LuSbgiOiYiIiPTYbGa/BD4BPGhmFWi+LHkbtm7dSqp88D6v8YrBpNNpXn311TylEil+DQ0NLF++gnePenu3cfSIRuC4kV08vXChlvUtEvn+j/l1ZO8PPRzYCvwkON7XH0vv6wXM7BwzW2pmSxsbG3OTUkRERAaiT5CdW+IUd28G6oD/CjeSFKKtr2wjU169z2syFdniYtu2bfmIJFIS5s6dS9TgvWPe2jKhffmnsXFS6TQPPPBAPySTsOW1mHD3be6edvcMcAO7b9doACb0unQ8sOV1XuN6d5/l7rPq6+tzG1hEREQGDHfvdPe73X1NsL/V3f8Udi4pLO7Ojldfxd+gmOg5rw/CRPpHV1cXDz4wj1n1cWor+vwM+i0ZV51mRl2Ke++5m1Tq7d8WIgNDXosJMxvTa/ejQM+KHXOBT5pZhZlNAqYCmslERERERPpVS0sLyWSCTNkbjJgIiont27fnI5ZI0XvggQdo7+jk5PHvfLREjw+M66Tx1R0sWLCg315TwpHL5UJ/BzwNTDezBjM7C7jMzFaY2XLgBOACAHdfBdwBPAfMB85zd800JCIiIiL9qmcExBuNmCBajsXKNceESD9IJBL87re3c2Btimm1/Te64fARScYPznDbrbeQyWT67XUl/3K29re7f6qPwzft4/ofAD/IVR4RERERkZ45I3rmkNgXL69m69atuY4kUvTmzZvHjqadnHV4Z7++bsTgw/t38PNVDSxYsICTTjqpX19f8kczWYuIiIhIyWhoaAAgU1Gz61jFxkVUbFy017XJ8iFs3NSQt2wixai9vZ1bbv41B9amOHhYst9ff/bIBBNqMtxw/S+Jx+P9/vqSHyomRERERKRkrF+/HiuvgljFrmORziYinU17XZupHMrWLZv1ZkfkHbj99ttpbW3jX6e2v6MlQl9PxOBTU9p5Zdt27r777v7/BpIXKiZEREREpGQsX76CRNWIN3VtZnA96XSaF198McepRIrT+vXr+eMdd3D86G4m1uRuCsGZdUkOH5Hglptv1hK/BUrFhIiIiIiUhO3bt7N16xbSg0e9qevTg0cCsGzZslzGEilKmUyGH//4MiqjaT55QP/OLdGXT0/twFNxrrzyCtzf+XKkkl8qJkRERESkJDz22GMApIbt96au97JBZGpG8ZdHH81hKpHidM899/Dcc8/zr1PaGFKe+6KgflCGf5nUwaJFi/nzn/+c8+8n/UvFhIiIiIgUPXfnoYfmk6kegVcOfdPPS9RNZsPLL7N69eocphMpLuvXr+eXv/gFhw1PcvzoRN6+7wcmdDN1aJqfXnkFr7zySt6+r7xzKiZEREREpOgtXryY9evXEa8/8C09L1k3GYuVc/vtt+comUhxSSQSfP9/v0dlJMnnD2rLyYSXrydi8IUZrWQS3Vzyg++TTuduXgvpXyomRERERKSoZTIZfv3rm6FiMKnhB7y1J8cq6K4/iMefeIJ169blJJ9IMfn5z3/OS+vWc9b0Vobm4RaO1xo5KMOnp7ayfMVKbr311rx/f3l7VEyIiIiISFF7+OGHefHFF+gaewRE3vqvv4nRB2OxCq648kpNqieyD48++ij33nsvp07o4ogRydByHD86wbtHd3PrrbfwzDPPhJZD3jwVEyIiIiJStJqbm/n5z68jUzPqrY+W6BGrpGvcUaxcsYL58+f3b0CRIrFx40Z+fNmlTB2a5uNTcr8Kx76YwZnTOxhXneH7//s9tm/fHmoeeWMqJkRERESkKLk7l19+OW0dHXTtdxzv5Gb35IhpZGpG8bOfXc22bdv6MaVI4evs7OTb3/omZR7nvINbiQ2Ad5kVUfjKwS0kOtv5zv98m0Qif5Nwyls3AP7IiIiIiOSGmU0wswVm9ryZrTKzrwbH68zsETNbEzwOC46bmf3MzNaa2XIzOzLcn0Deifnz5/Pkk0/SPfZIMlV17+zFzOic+B66E0kuueQSTaonEnB3Lr30R2xsaODcg1qoq8yEHWmXMdUZPn9gK8+/8CLXXHNN2HFkH1RMiIiISDFLAf/h7gcBxwLnmdkM4ELgL+4+FfhLsA9wKjA1+DoHuC7/kaU/bNy4kZ/+9CrSNaNJjj64X17TK4fQOeEY/vGPf/Db3/62X15TpNDdeeedPP74E3xicgcz6lJhx9nL0SMT/PN+XcydO5eHH3447DjyOlRMiIiISNFy963u/myw3QY8D4wD5gC3BJfdAnwk2J4D3OpZi4BaMxuT59jyDsXjcS7+7ndJZKBr8vvA+u9X3tSIqSTrJvOrX/2K5cuX99vrihSiFStW8ItfXMdR9QlO26877Div64zJnRw0LMUVP7lcq+sMUComREREpCSY2UTgCGAxMMrdt0K2vABGBpeNAzb1elpDcOy1r3WOmS01s6WNjY25jC1vwy9+8QvWvfQSHRPfjZdX9++Lm9E98V14RQ3f/d7/0tra2r+vL1Igmpubufg7/8OIijRnH9T+TqZwybloBL40o5VBkSTf/u9v0dkZ7uScsjcVEyIiIlL0zGwwcBdwvrvv651kX79a77U+pLtf7+6z3H1WfX19f8WUfvDkk09yzz33kBh1MOna/XLzTaLldEz+J3Y07eDSSy/VEqJSctydyy67jJbmnXz54BaqYgP/70BthXPuQS1s2bqVq6++Ouw48hoqJkRERKSomVkZ2VLidne/Ozi8recWjeCxZy25BmBCr6ePB7bkK6u8M42NjfzwR5fi1SOIj5+V0++VqR5B97hZPPXUU8ydOzen30tkoJk3bx4LFy7kE5M72L+mcCaCPXBYitP36+Shhx7iiSeeCDuO9KJiQkRERIqWmRlwE/C8u1/R69Rc4Mxg+0zgvl7HPxOsznEs0NJzy4cMbJlMhh9ccgmdXV10TH4fRKI5/57JUQeTHjqOa665hpdffjnn309kINi+fTvXXnMNB9cl+cCEgTuvxOv56KQuJg1Jc/mPL9OtWAOIigkREREpZscDnwZONLNlwddpwI+Ak81sDXBysA/wILAOWAvcAJwbQmZ5G+644w6W/f3vdE04Fq8cmp9vakbXpPeQshjf/d73SCQS+fm+IiG69tpryKTi/Pv0diIDeF6J1xOLwFkHttHe3s6NN94YdhwJqJgQERGRouXuT7q7ufuh7n548PWgu+9w95PcfWrw2BRc7+5+nrtPcfdD3H1p2D+DvLHVq1dzww03kBo2keSIqXn93l5WRcf+x7N+3Tq9yZGit3TpUh5//Ak+vH8n9YMyYcd52/YbnObk8V3cf/9cXnzxxbDjCComRERERKSAdXZ2cvF3v0s6VknXxOMJY2mAdO1+JEYeyB133MHixYvz/v1F8uWWm3/N8EFw6n5dYUd5xz46qYvqMvjNrbeGHUVQMSEiIiIiBcrdueKKK9iyZQudE98LsYrQssQnzMar6vj+D36AlpCVYrRq1SpWrFzFKeM7KMvRu8jbVlexoS3KhrYolzw7hNtWV+XmGwFVMefEsZ08tfApNm3a9MZPkJxSMSEiIiIiBWnu3Ln8+c9/Jj72CNJDxoQbJhKjc/I/0d7RxcUXf1fzTUjRuffee6kqg/eOyd2ElxvbY3SlI3SlI7zQXMbG9ljOvhfAyeO7iRncd999b3yx5JSKCREREREpOEuXLuWqq64iNXQ8iTGHhh0HgMygWjonHs+qVSv5yU9+gruHHUmkX2QyGRYvepojhnczKLddQV4NLXdmDEuw6OmFYUcpeSomRERERKSgrF27lm//z/+Qrqyla8oJYAPnV9pU3WTiY4/g4Ycf5pZbbgk7jki/WL16Na1t7RxSlww7Sr+bWZekYfMWtm7VytBhGjj/iouIiIiIvIF169Zx/gUX0JWO0HHA+yFaFnakvSTGHk5y+AHcfPPN3H777WHHEXnH1qxZA8C0oamQk/S/aUOzZUvPzyjhyFkxYWa/MrPtZray17E6M3vEzNYEj8OC42ZmPzOztWa23MyOzFUuERERESlMa9as4avnX0B7IkP7tFPwisFhR+qbGd2T3k2ybjI33HADv/nNb3RbhxS0nTt3AjC0onCXCH09tcHP1PMzSjhyOWLiZuCU1xy7EPiLu08F/hLsA5wKTA2+zgGuy2EuERERESkwixcv5stf+Qpt8XS2lKgcEnakfbMI3ZPfS7JuCjfddBNXXHEFqVTxfdospaGlpYVBZZaz1TjCVFOWLQ2bm5tDTlLacvZHy92fAJpec3gO0HOz3S3AR3odv9WzFgG1Zhby1MoiIiIiEjZ359577+Wiiy6iO1pN+4Gn45VDw4715gTlRHzModx///1c9M1v0tbWFnYqkbesoqKCRNopxoE/yYwB2Z9RwpPvzmuUu28FCB5HBsfHAb0Xj20Iju3FzM4xs6VmtlRrRIuIiIgUr66uLi655BJ++tOfkqgZR/v00/DyqrBjvTVmJMbPonvi8TzzzFI+f/bZrF69OuxUIm/JsGHDSGegM2VhR+l3rYnszzRs2LCQk5S2gTIYp68/4X32ce5+vbvPcvdZ9fX1OY4lIiIiImF4+eWXOecLX+CRRx4hPu5IuqYOzIku36xk/XQ6DjyNbTvbOffc85g7d67mnZCCMWLECAAauwfK28f+09gdBXb/jBKOfP/J2tZzi0bwuD043gBM6HXdeGBLnrOJiIiISMjcnbvvvpuzzz6bhlca6Zz2QRJjDwcr/E9qM4NH0n7Qh4lXj+SKK67gW//937qvXQrCtGnTAFjfGgs5Sf9bF/xMPT+jhCPfxcRc4Mxg+0zgvl7HPxOsznEs0NJzy4eIiIiIlIYdO3bw9a9/g5/97Gd0VY2ibcYc0kP7vLu3YHlZJZ1TP0D3hNksfHoRZ372syxatCjsWCL7NHbsWGoGV7O2SIuJ8ePGUlNTE3aUkpbL5UJ/BzwNTDezBjM7C/gRcLKZrQFODvYBHgTWAWuBG4Bzc5VLRERERAaeRx99lM+c+VmWPvss3fsfR9fUk/GyAptP4s0yIzl6Jh0HfYjmRIQLL7yQyy+/nM7OzrCTifTJzDjk0ENZ3VJcE0RmHFa3ljPzkEPDjlLyclZ5ufunXufUSX1c68B5ucoiIiIiIgNTS0sLP/3pT1mwYAGZwSPpPOgD+KACWXXjHcpU1dF+0Ico3/ws8+bNY8kzS/nWNy/isMMOCzuayF6OOOJIFi58mqbuCHWVmbDj9IuGjijtCTjiiCPCjlLyim/2EhEREREpCEuXLuWzn/0cCx5/nPi4o+g48LSSKSV2iURJTDiazgP/me0tnXz1/PP55S9/STKZDDuZyB4OPTQ7qmB1S/HczrGmOfuz9PxsEh4VEyIiIiKSV/F4nGuuuYb//M//pCnudBz4IRJjDwPL/6+mFRsXEe3cQbRzB4NeeJCKjeHM95Cuyc6pkRgxjd/97nd84YtfZMOGDaFkEenLxIkTiUQiNHREw47SbzZ1xKiuGsTo0aPDjlLyVEyIiIiISN5s3ryZL37pS9x5550kRs6g/aAPkakeHlqeSGcTlk5i6SSxtleIdDaFloVoGfGJx9N5wPtZv3Eznz/7bB5++OHw8oj0UlFRwfhxY2hoL54REw0dMSZPnoIVwao/hU7FhIiIiIjkxcKFC/n82Wfz8qbNdE49mfj+x0KkeN7k9Jf0sP1oO/gjdFcO54c//CFXXHEFiUQi7Fgi1NQMJZEOO0X/SWQiDNZqHAOCigkRERERySl35/bbb+eb3/wmHVZF20EfJl07IexYA5qXVdE57YPERx/C3Llz+er559PS0hJ2LClxnZ0dVMQ87Bj9piKSpqurK+wYgooJEREREcmhTCbDtddeyw033ECybnJ2gssKfUL5pliExISj6ZpyAi+88CJf/vJX2L59e9ippEQlk0lebWykuoiKicExZ+uWzWQyxbHKSCFTMSEiIiIiOeHuXHbZZdn5JEbNoHvy+3TrxtuQqptEx9QP0LD1Fb507nm88sorYUeSEvTEE0/Q1tHJ7JHFc1vR0SPjbNveyLPPPht2lJKnYkJEREREcuKGG25g/vz5xMceTnzCMaAJ5t629JAxtE87labmVv7rv75Oa2tr2JGkhKTTae784x8ZWeXMrCuepWyPHplgSAXccccfcC+ekSCFSMWEiIiIiPS7uXPn8tvf/pZE/XQSY49QKdEPMtXD6ZhyIps2b+ab3/oWyWTxvEGUgcvdufLKK3n+hReYs38HkSL6q1wWgX+e0MGSJc9w0003hR2npKmYEBEREZF+tWrVKq666ipSQ8cT3/84lRL9KD1kDF0T38PKFSv4+c9/HnYcKQE333wz8+bN40P7d/KeMfGw4/S7UyZ0c8LYbm677TbuuuuusOOULN3kJyIiIiL9prm5mf/5zsWky6romvw+MH0O1t9SwyeT6GjknnvuYebMmZx00klhR5Ii1NHRwdVXX838+fN575huzphcnKtXmMGZ0ztoTUS4+uqr2bJlC+eccw4VFRVhRysp+i+FiIiIiPSLrq4uvvGNC2lq2knH5BMgpl/scyU+/mgyNaP44Q9/xPLly8OOI0Vm2bJl/PvnPsvDD8/nQ/t38rnpHUU98Cli8KWD2zh5fBd33XUXZ3/+LF544YWwY5UUFRMiIiIi8o7F43Euvvi7vLj6RTonv49M9YiwIxW3SISOA04iVVbNhRddxEsvvRR2IikCzc3NXH311VxwwfnQvp3/PrKFj0/pIloC7xrLo/DpaZ18/fBW2hobOPfcc7nxxhtpb28PO1pJKIE/YiIiIiKSSxs2bOCLX/oSixcvonu/40gN2z/sSKUhVkn71JPpSjpf/NKXmDdvnlYWkLelra2NG2+8kU998v9w9113ccLYbr5/dBNTh6bCjpZ3M+uSXHJ0E8eN7OK2227jU5/8P9x+++10dnaGHa2oaY4JEREREXlbUqkUDzzwANdcey0pj9A59WTStRPCjlVSvKKGtoM+zKD1T3D55ZezZMkzXHDB+QwbNizsaFIAOjo6uOuuu/jD739HR2cXs0fG+ehhXYyrTocdLVTVZc4XZrTzwQld3LUuwQ033MAf//B7PvV//405c+ZQWVkZdsSio2JCRERERN6S9vZ2HnjgAe686y4at28nPWQsXZPei5dXhR2tJHl5FZ3TPkj5Kyt44q9/ZeHChZx88vs544wzmDJlStjxZADatm0b99xzD/Pun0t7RydHjkjwsYM72a+mtAuJ15pYk+Y/DmtjbUuMu9cnue666/jd7bfx4Y98lDlz5jB8+PCwIxYNFRMiIiIi8qZs3LiRe++9lwcefJB4dzfpmtEkppyYvXWjmGfGKwRmJMYcSrJ2f8q3rWL+nx7hoYce4vAjjuATH/84s2fPJhbTr/6lzN1ZuXIld975R/761yfBM8yqj3PaQV1MHqJCYl8OGJri64e38mJzjAc3JvjNrbfy29tv54QTT+SMM85g+vTpYUcsePrXSURERET6lEqlWLFiBU8//TQLn36ahk2bIBIhOWwSickHa4LLAcgHDSU+8V3Exx9FeeOLLHvueZZ985tUVVdzzOzZHHfcccyePZva2tqwo0qeJBIJHnvsMe6684+8uHoNVWVw6vguThrfzYjKTNjxCsr02hTTa9vY1hnhkYZKnljwCI888giHzDyYfznj47z73e9WAfg26X81EREREdll586dLF68mKeffpolS56hq6sTIlHSg0eRnHAMqbpJxXXLRjpBZWUlp59+OvPmzaM9nQg7Uf+IVZAYcyiJUTOJtWwi2byRx55azIIFCzAzph94IO867jiOO+44DjjgAEwjXopOY2Mj999/P3Pvu5fmllbGVDtnTuvg3WPiVETDTlfYRlVl+LdpnXxschdPbKngkZdWcvHFq6gfMZw5H/kop59+usq/t0jFhIiIiEiJcncaGhpYuXIlK1eu5B/LV9CwaSMAVl5FfMh40uMmkBoyFqJlIafNDUslOP3Dp/PlL38Zd+eO+x8OO1L/ikRIDduf1LD96XYn0rmDWPMmntvUwAvP/4pf/epXDK6p4dBDDmHmzJnMnDmT6dOnU1FREXZyeRvcnRUrVnD33Xfz178+QSad4bDhCU4+rJuD65JE1D/1q6qYc8p+3XxgQjfLXi3jkc1JbrzxRm65+deccOJJfOxjH+PAAw8MO2ZBUDEhIiIiUiISiQSrV69m5cqVrFixguUrVtLW2gKAxSpIVteTHncUqaHjyFQNL4l5IzxWvmuZzQceeACPFdFokNcyI1M9gkT1CBLjjsCSnURbNpNse4WFf1/FwoULAYjGYkybNm1XWXHIIYfo098BLpPJ8NRTT3Hbb27ddbvGyWO7OGlcN6OqdLtGrkUMjqxPcmR9ks0dUf7cUMnjj/6JP/3pTxwy82A+/ZkzOfroozUyaR9UTIiIiIgUqcbGRlatWsVzzz3HypWrWL16NalUMnty0FCSVfWkJ84kPXgkmcrakigi9hItp7uzibvuuiu7X1M6b8C9rIrUiKmkRkylG7BkF9H27UTbt7Nq4zaef+FO/vCHPwAwZsxYDjlkJgcffDAzZsxg0qRJupd+AEin0zz22GPc9ptbWf/yBkZWOZ+d3sHxo3W7RljGVac5c3oHH5/SyRNbK5i/dhVf//rXmT59Gp/5zJm8613vUkHRB/1rUoB+u3jj23revx6zXz8nERERkYEiHo+zdu1aVq1axapVq1ixchVNO17NnoxEyVSPIDV8OumakaQHj8LLBoUbWAYcLxu067aPOEAmRbRjB9H2bWxs384rjz3Jn/70JwDKyys48KADmRkUFTNmzKCuri7U/KXE3XnkkUe49Zabadi8hbHVzhdntHPMyATRSNjpBILbPCZ08/5x3Tz5SgXzNr7It771LSZPmsjn/v0s3vOe94QdcUBRMRGyt1syiIiISGlLp9O88MILLFmyhMVLlrBm9WrS6WDJv8qa7GiI/aaQrh5JpqoOIvr4VN6iSIx0zSjSNaMA6HbHEu1E2xtJtG9n2UtbWL5iBWSytwqMHDWaWUcdyezZsznqqKOoqakJM33R2rlzJ5ddeilPL1rE/jUZvjKzg6PqE5o/YoCKReCfxsZ5z+g4i7aXc/+G9Xz729/mxBNP5IILLtDfk4CKiRKikRYiIiKFrampiWeeeYbFixezeMkzdLS3BfMG1JOsn0Fm8EjSg+vxsiKeJ0HCY4ZX1JCqqCE1fPKuURWRjh1EO7azuX07jX/6Cw8++CCRSIQZM2Zw7LHHcswxx2jlj36ycOFCLrv0R3S0tfJvUzt4//huFRIFIhqB40cnOHZkE/M2DOKeBY+yYvk/+NZ/f5vDDz887HihC6WYMLOXgTYgDaTcfZaZ1QF/ACYCLwOfcPedYeQTERGR0mVmpwBXAVHg+x4RugAAIABJREFURnf/UciRmD9/PnfeeRdr164BsitmJGrGkhqZnaiSmFZQkJBEYmRqRpGpGUUS6PZMdp6Kls2sWL+ZlStv5MYbb6S2dhjve997Ofvssxk8eHDYqQvSH//4R6699lom1GT4+qxWxg9Ohx1J3oZoBOZM6mLm8CS/fN654ILz+cY3LuSUU04JO1qowhwxcYK7v9pr/0LgL+7+IzO7MNj/RjjRREREpBSZWRS4FjgZaACeMbO57v5cGHni8ThXXXUVDz74IJmq4STHHUVq6PjsrRn69FkGIouQrhlNumY0CY7avfJHSwP3zZ3LM0uX8oPvf59JkyaFnbSgtLW18etf3cShdQm+emgbZZpHouBNGZLie0c18eN/DOWGX/6CE044oaSX6R1If6TnALcE27cAHwkxi4iIiJSm2cBad1/n7gng92R/R8m7trY2zvvyl3nwwQeJjzmMjhkfIjH2MDLVpbGMpxSHnpU/uqecQOf0U9nauJMvfOGLLF68OOxoBeWee+6hs6ubT0zpVClRRCpj8C+TO9ixs5mHHnoo7DihCuuPtQN/MrO/mdk5wbFR7r4VIHgcGVI2ERERKV3jgE299huCY3m3detWXlq7FqJlWkFDioJblHRZFYlEnCVLloQdp6A8s2QJwyszRX/7RlfKqKys5IwzzqCyspKuVPGXsNOGpqiKUfJ/J8IqJo539yOBU4HzzOy9b/aJZnaOmS01s6WNjY25SygiIiKlqK/fgn2vi/Lw+8i0af+fvTuPj6q+9z/++mRfCGELEAg7CIIIYsQNKq5VQfHeW7u51b2KWrWL9mftorXWttZqrbSul2pVeqkWEUVRWauAgIiyKAgYQgKEPeus398fM8GAURYzcyYz7+fjkcecc+bMmU9yMsmZ93yXI3jiiScYfvRR5JQtoM3KqWRs/wTz1YD7XEkiiSkUIH1PJTnr5pK/ahrtM4PcdtttTJgwwevKWpXzzj+f7Q1pzK9M7qb+dUFj3Lhx3HDDDYwdO5a6FAgmXtuYQ10Qzj//fK9L8ZQnY0w45yqit1vN7EUizSa3mFmxc67SzIqBrV/w2EeBRwFKS0v1X1lERERaUjnQo8l6CVCx/07xuh7p27cvD/zxj8yfP5+H//IXtqybA4Bl5+PP7Ug4v4hQmyJC+Z0gPStWZYgcHBcmrX4X6bVVpNVUkVm3DavfCc6RnpHBN7/zHS6++GLy8/O9rrTVOfPMM5n673/zz09W0i0/RP/CoNclxURehuPll1/GOcf06dPpkpHcb/dW7shg6qf5nHjCCZxwwglel+OpuAcTZpYPpDnnqqPLZwF3AS8BlwG/jd5OjXdtIiIikvLeBQaYWR9gE/Bt4LteFmRmjB49mhNPPJE1a9awatUqVq1axYqVK6nYtOSzHfPaE8jrRCi/E6G8joRzCjVbx0EI53UguN+6HIRwiDRfNWn1O0mv3UZ6bRUZddtxoQAA+W0KGHLUkRx55GdfhYWFHhfdepkZP/zRj/jxj37I3UtgTLcGLuxXR5vM5HrjPrBdAHbVMHf6P+mS4SLrSWiXz3hubT7vbMmmuGsXbvrBD7wuyXNetJjoArwYncc4A3jWOTfDzN4F/mlmVwJlwIUe1HbYnl1Y5nUJIiIi8hU554JmdgPwGpHpQp90zq3wuCwAMjIy9r7Ba7Rnzx4++uijvWHFhytWUr1tzd77LTOHYHZbwtltCecUEs5pG/nKbgvpmV58GwnH1zO1P6X8Ui6M+WtJa9hDWsPuyK1vN5n+alxD9d4uRekZGQzo358hQ05m0KBBHHnkkXTv3h3TIK0tqm/fvjz9zD946qmn+Ne//sWS7Tl8q28NJ3f1kZYkP+qLj6jzuoSYCoZhdkU2U9a3IeDSufTSi7joootSejaORuZacR/F0tJSt3jx4hY9pgKGz/vu8T29LkFERA6RmS1xzpV6XUcqiMX1yOFyzrF582bWr1/Pxo0bKS8vp6xsI2Uby9i5Y8c++1p2GwLZBfuGFtmFuOw2kJbu0XcgceccFqgnzRcJHywaQmT6q6FhD4Q/G2wxOyeHHiU96NmzBz169KB79+707NmTvn37kpWlrkTxtHbtWv74x/tZuXIVHXNhTNc6TunWQLvs1vveLpltq09jdkU2czfnscsHI0Ycwy233EqPHj0O/OBW7mCvRzwZY0JEREREWp6ZUVxcTHFx8efuq6urY9OmTZSXl+8NLTZu3EhZ2UZqqz7a9zg5bQhmtiGcXbDPl8suwGXkaLrS1iYUIM1Xg/mqI90vol8Zgcg2F/qsM0t6ejrF3brTq+dgevToQUlJCSUlJfTo0YMOHTqoFUSC6N+/Pw8//Bfmzp3LSy9N5V9L3+PFDXmM6OTjtO4+BrcPJE0ritYqFIb3t2cyqyKH5duzwIyRI0cyfvx4TjzxRL2W9qNgQkRERCQF5OXlMWDAAAYMGPC5+3bv3r03qKisrKSyspJNFRVs2lTBrk1r9tnX0jMIZ7clmNUGt19oEc5uA2m6vIw757BAHWm+6s/Ch4Zq0vzVZPhrcP59m8dn5+RQXNyNku5D6NatG127dt0bPnTu3Jn0dLWYaQ3S0tIYM2YMY8aMoby8nGnTpjHj1VdYvKyaznmOUV3qOa6zn+75yT3FaCJxDspq0lm0NYv/bMljRwN0bN+Oiy85j7Fjx9K1a1evS0xY+s8hIiIikuIKCwspLCxkyJAhn7uvoaGBzZs3U1FRsfe2srKS8vJNVG5ei9/n22d/y84nmNWWUHYBLqdxfIvGcS106XnYmo734NtDWsMezFfdbJcLM6NjpyJK+nejW7fIV2NLmm7dulFYWKhPa5NMSUkJ1113HVdeeSXz5s1j2ksv8eLy93lhfR7d24QZWdTASIUUMeEcfFqTzrtbs1hUlcuWOiPNjGNLj+WW8yOtIzIy9LfvQDTGxH40xkTL0dgUIiLe0RgT8ZNIY0zEm3OOnTt3UllZSUVFxd6vjeXlbNxYTvWe3fvsHwktCghlt8XlFBDOLiScU6DBOBs1Ez6kNewhI1ANDdX7hA+ZmVl069aNHj1K6N69+z4BRJcuXcjM1M8z1W3bto25c+cye/YsPvjgQ5xzdMt3jCyq3xtSKJ86PI1hxKKt2SyqymFrnZGWlsaIY4Yz5tTTGDVqFO3atfO6zIRwsNcjCib2o2DCewo0RES+OgUT8ZPKwcSB1NTUsGnTpr1f5eXllJdvYmN5OXt279pnX8vOJ5BdSDi3PaHc9oTzOhDOaZecrSycw3zVpNfvJK1+J2l1O8j07Yb63eDCe3fLzMqiW7fu9OoZGWiy6VenTp1IS0vz8JuQ1mT79u3MmzeP2bNmsXz5csLO0TXfMaJjA8cW+enXNqgxKQ4gFIaPd2ewpCqLpdtz2VYf6U4zYsQxjBlzqsKIL6DBL0VERETEU23atGHgwIEMHDjwc/fV1tZSUVGxN7QoKyvjk3Xr+HTDGgIB/2c75hYSyGlHOLc94dwOhPLa47ILwFrHm3IL1EfDh0gIkdGwk/T6XbhQYO8+Xbp2pf/gwfTq1Wtv8FBSUkLHjh3V5UJaRMeOHbngggu44IIL2LFjB/PmzWP+/Hm8vvQ9XikLUZgNx3Rs4NhOfo5sHyBLw4wA4AvBhzsyWVKVxbIdOdT4ITMzg+OOO44rRo3m5JNPprCw0Osyk4KCCRERERGJu/z8/GYH4wyFQlRUVLBu3TrWrVvH+vXrWbP2EzZXvk9jS19LzyCU045gfmdCBV0JFXTBZeZ68W3sKxwivbaK9OrNpNdsIbN+5z4DT7YpaEv//n3p1+9r9OnTh759+9K7d2/y8vI8LFpSTYcOHRg/fjzjx4+npqaGhQsXMn/+fBYueIfZFQ3kZBhHd2igtMjPsI5+clPsHWNtwFi6LYslVVl8uDMbf8hRkJ/PiaecxOjRoyktLdVrNgZS7NdMRERERBJZeno6PXr0oEePHpxyyil7tzc0NLBhwwbWr1/PunXrWLt2LStWrMS/dWVkh7z2+PO7RIKKtl1xmXF44xAOkl4TCSIyajaTUVu1d+rNXr17c+SJX6Nv37707duXPn36aLpNSTht2rTh9NNP5/TTT8fv9/Pee+8xf/585s+by6IVu8lMg6M6+BlZ5GN4pwD5ma13GIAvU+03lmzLYnFVNit2ZBJyUNSpA+PGj2HUqFEcffTRGsAyxvTTFREREZGEl5OTw6BBgxg0aNDebYFAgI8//phly5ax7P33Wb58Ob6q1ZE7cwsJ5HaEtBi0SXeONH8N6bVVEA5hZvTp25djzhzP8OHDGTp0qPqaS6uTlZXF8ccfz/HHH8/NN9/MihUrmDNnDnPnzOK9VTtIT4Mh7f0cV+RnRCc/BVmtO6TY5TOWVGXxblU2q3dlEnZQ3LULF37rVE455RQGDRqkIDGONPjlfjT4pfc0+KWIyFenwS/jR4NfJo5gMMjatWsjQcWy91n7ySfE6lq3Q4f2HDN8+N4goqCgICbPI+K1cDjM6tWrmTNnDnNmz2Lzlq2kGRzdwc+oYh/HdPKT2TqGfMEXgiVVWczfnMOKHZk4oKR7N8acehqnnHIK/fv3VxjRwjQrx2FSMOE9BRMiIl+dgon4UTAhIqnCOceaNWuYNWsWr782g+07dpKfCSd0bmB0cQN9ChJvClLnIrNpzK+MTO1ZH4QunYs46+tnc+qpp9KnTx+FETGkWTlERERERESkxZgZRxxxBEcccQRXXXUVS5YsYcaMGcybN483N+XQLd8xumsdY7r5PB+PYrffmLUph/lbctlaZ+RkZzPmjFP5+te/zrBhwzTdboJRMCEiIiIiIiKHJD09nZEjRzJy5EhqamqYPXs2M159lckrVvDvT/M5pWs9Z/dooFNuOK51VdalMaMsl/mbcwiE4ZhjhnPl2ecwevRozaaRwBRMiIiIiIiIyGFr06YN48aNY9y4cXzyySc8//zzvPnWm7yxKZeRnX2c27Oe3gWhmNawZncGr3yay9JtWWRkZnD22HO48MIL6dlT3cRbAwUTIiIiIiIi0iL69evHHXfcwdVXX82UKVN4edpLLHg3m2M6+bloQC2dW7gFRXlNOs+sacPKnRkUtMnn4kv+m//6r/+iQ4cOLfo8ElsKJiThHO4ApBo0U0REREQkMXTu3Jnrr7+eSy65hKlTp/KPZ57mpwuzGNerjrE968n6ijP51gfh3xvyeH1jLnn5+UyY8D3GjRtHbm5uy3wDElcKJkRERERERCQmCgoKuPjii/n617/OI488wouzZvGfLbmcU1JLdvrhDZBZF0xj+sZ8djbAueeeyzXXXEO7du1auHKJJwUTIiIiIiIiElNFRUX84he/YNy4cTz4pweY9HH5Vzpe//79+PUttzJkyJAWqlC8pGBCRERERERE4uLYY4/lyaf+l61btx72McyMLl26aMrPJKJgQkREREREROImIyODbt26eV2GJBBFTCIiIiIiIiLiGbWYkKRxuLN5HA7NACIiIiIiItIy1GJCRERERERERDyjFhMihyGerTNALTRERERERCR5qcWEiIiIiIiIiHhGwYSIiIiIiIiIeCbhunKY2dnAg0A68Lhz7rcelyQiCehwu9OoW4yIiIiISGJJqGDCzNKBvwBnAuXAu2b2knNupbeVibROreHNe7zH6zhcreFnKSIiIiLSGiVUMAGMBNY659YBmNnzwHhAwYSktHi/eT+c59MbcBERERERORyJFkx0BzY2WS8HjveoFhE5BMne8qE1PF+8w6F4tyJpDYGZWtaIiIiIHLpECyasmW1unx3MrgGuia7WmNlHLVxDJ2BbCx9TDp3OQ2LQeUgMB3UeLopDIS0hnnW28HPF7PUQo59Jr9gcVva3ZMmSbWb2qdd1yFem/3kiiUOvx+RxUNcjiRZMlAM9mqyXABVNd3DOPQo8GqsCzGyxc640VseXg6PzkBh0HhKDzkNi0HmQL+KcK/K6Bvnq9BoXSRx6PaaeRJsu9F1ggJn1MbMs4NvASx7XJCIiIiIiIiIxklAtJpxzQTO7AXiNyHShTzrnVnhcloiIiIiIiIjESEIFEwDOuVeAVzwsIWbdROSQ6DwkBp2HxKDzkBh0HkSSm17jIolDr8cUY865A+8lIiIiIiIiIhIDiTbGhIiIiIiIiIikEAUTUWZ2tpl9ZGZrzex2r+tJZmbWw8xmmdkqM1thZj+Ibu9gZjPNbE30tn10u5nZQ9Fzs9zMRnj7HSQXM0s3s/fM7OXoeh8zWxg9D5OjA9FiZtnR9bXR+3t7WXeyMbN2ZjbFzFZHXxsn6jURf2Z2S/Tv0odm9pyZ5eg1IZL8dB0okhjM7Ekz22pmH3pdi8SXggkib8yAvwDnAIOB75jZYG+rSmpB4IfOuSOBE4AJ0Z/37cCbzrkBwJvRdYiclwHRr2uAifEvOan9AFjVZP0+4IHoedgJXBndfiWw0znXH3ggup+0nAeBGc65QcAwIudEr4k4MrPuwE1AqXPuKCKDMH8bvSZEkpquA0USyv8CZ3tdhMSfgomIkcBa59w655wfeB4Y73FNScs5V+mcWxpdribyBqw7kZ/5pOhuk4ALosvjgb+7iAVAOzMrjnPZScnMSoCxwOPRdQNOA6ZEd9n/PDSenynA6dH95Ssys7bA14AnAJxzfufcLvSa8EIGkGtmGUAeUIleEyLJTteBIgnCOTcX2OF1HRJ/CiYiugMbm6yXR7dJjEWbPh8DLAS6OOcqIRJeAJ2ju+n8xM6fgJ8A4eh6R2CXcy4YXW/6s957HqL3747uL19dX6AKeCrareZxM8tHr4m4cs5tAv4AlBEJJHYDS9BrQiTZ6W+qiIjHFExENPcJl6YriTEzawP8C7jZObfny3ZtZpvOz1dkZuOArc65JU03N7OrO4j75KvJAEYAE51zxwC1fNZtozk6FzEQHcNjPNAH6AbkE2navT+9JkSSi17LIiIeUzARUQ70aLJeAlR4VEtKMLNMIqHEP5xzL0Q3b2lsjh693RrdrvMTGycD55vZBiLNVk8j0oKiXbQZO+z7s957HqL3F6Kmdi2lHCh3zi2Mrk8hElToNRFfZwDrnXNVzrkA8AJwEnpNiCQ7/U0VEfGYgomId4EB0ZHXs4gMdvaSxzUlrWgf7CeAVc65Pza56yXgsujyZcDUJtsvjc5EcAKwu7F5uxw+59xPnXMlzrneRH7n33LOXQTMAr4R3W3/89B4fr4R3V+fKLUA59xmYKOZDYxuOh1YiV4T8VYGnGBmedG/U43nQa8JkeSm60AREY+ZrqEizOxcIp8WpwNPOufu8bikpGVmo4B5wAd8NrbB/yMyzsQ/gZ5E3iBc6JzbEX2D8DCREXrrgMudc4vjXngSM7MxwI+cc+PMrC+RFhQdgPeAi51zPjPLAZ4mMibIDuDbzrl1XtWcbMxsOJFBSLOAdcDlRMJjvSbiyMx+BXyLyOxB7wFXEelrrteESBLTdaBIYjCz54AxQCdgC/AL59wTnhYlcaFgQkREREREREQ8o64cIiIiIiIiIuIZBRMiIiIiIiIi4hkFEyIiIiIiIiLiGQUTIiIiIiIiIuIZBRMiIiIiIiIi4pkMrwsQEREREREBMLOOwJvR1a5ACKiKro90zvlj8JwjgM7OuRktfWwROThqMSEiLcrMvm9ml7bwMf/XzL4RXX7czAa35PFFREQkMTjntjvnhjvnhgN/BR5oXD+YUMLM0g/jaUcAZx/G40SkhSiYEElRZhaTFlPOub865/4ei2NHj3+Vc25lrI4vIiIiicnMppnZEjNbYWZXRbdlmNkuM/u1mS0CRprZ+Wb2kZnNM7M/m9m/o/u2iX7YscjM3jOz88wsF/g5cJGZLWv8IERE4kvBhEgrZ2b5ZjbdzN43sw/N7FtmdqyZzYn+837NzIqj+842s9+Y2RzgB01bIkTvr4nejok+/p9m9rGZ/dbMLor+I//AzPp9ST2/NLMfNXm++6KP+9jMRke3D4luW2Zmy81sgJn1NrMPmxznR2b2y2aOP9vMShvrNbN7ot/7AjPr0jI/VREREUlAlznnjgWOA241s/bR7YXAUufcSOB94BHgLOBrRLqDNPo5MCO632nA/YAD7gL+EW2VMSU+34qINKVgQqT1OxuocM4Nc84dBcwA/gx8I/rP+0ngnib7t3POneKcu/8Axx0G/AAYClwCHBH9R/44cOMh1JcRfdzNwC+i274PPBhtplkKlB/C8ZrKBxY454YBc4GrD/M4IiIikvhuMbP3gXeAEqDxgxI/8GJ0eTDwkXPuU+ecA55r8vizgDvMbBkwC8gBesalchH5Uhr8UqT1+wD4g5ndB7wM7ASOAmaaGUA6UNlk/8kHedx3nXOVAGb2CfB6k+c79RDqeyF6uwToHV1+h8iFQQnwgnNuTbTWQ+Un8j03Hv/MwzmIiIiIJDYzO4NIC4gTnHP1ZjafSLAAUB8NIQC+7ILCgAucc5/sd+yvtXjBInJI1GJCpJVzzn0MHEskMLgX+B9gRZOBooY6585q8pDaJstBon8HLJIMZDW5z9dkOdxkPcyhhZqNjws1Ps459yxwPlAPvGZmpzWtJSqHAws0uRDZe3wRERFJOoXAjmgoMYRId47mrAAGmlmP6LXNt5rc9xpwU+OKmR0TXawGCmJQs4gcJAUTIq2cmXUD6pxzzwB/AI4HiszsxOj9mdF/4M3ZQCTUABgPZMa4XKI19QXWOeceAl4Cjga2AJ3NrKOZZQPj4lGLiIiItArTgbxoV46fAwub28k5VwfcALwBzAMqgN3Ru38VPcYHZrYC+GV0+1vAsOiAmBr8UsQD+nRRpPUbCvzezMJAALiOSOuDh8yskMjr/E9EPkHY32PA1Ogo1m+yb2uKWPoWcLGZBYDNwF3OuYCZ3UXkQmM9sDpOtYiIiEgCcs79sslyA/D1L9i13X7rbzjnBkZbTPwNWBw9Ri3NjEflnKsiMuaViHjEPmsFLSIiIiIi0rqZ2Y+Bi4BsIqHE1dFgQ0QSlIIJEREREREREfGMunKIyGExszuAC/fb/H/OuXua219ERERERKQ5ajEhIiIiIiIiIp7RrBwiIiIiIiIi4hkFEyIiIiIiIiLiGQUTIiIiIiIiIuIZBRMiIiIiIiIi4hkFEyIiIiIiIiLiGQUTIiIiIiIiIuIZBRMiIiIiIiIi4hkFEyIiIiIiIiLiGQUTIiIiIiIiIuIZBRMiIiIiIiIi4hkFEyIiIiIiIiLiGQUTIiIiIiIiIuIZBRMiIiIiIiIi4hkFEyIiIiIiIiLiGQUTIiIiIiIiIuIZBRMiIiIiIiIi4hkFEyIiIiIiIiLiGQUTIiIiIiIiIuIZBRMiIiIiIiIi4hkFEyIiIiIiIiLiGQUTIiIiIiIiIuKZDK8L+Co6derkevfu7XUZIiIiCWfJkiXbnHNFXteRCnQ9IiIi0ryDvR5p1cFE7969Wbx4sddliIiIJBwz+9TrGlKFrkdERESad7DXI+rKISIiIiIiIiKeUTAhIiIiIiIiIp5RMCEiIiIiIiIinlEwISIiIiIiIiKeUTAhIiIiIiIiIp5RMCEiIiIiIiIinlEwISIiIiIiIiKeiVkwYWZPmtlWM/uwybYOZjbTzNZEb9tHt5uZPWRma81suZmNiFVdIiIiIiIiIpI4Ytli4n+Bs/fbdjvwpnNuAPBmdB3gHGBA9OsaYGIM6xIRERERERGRBBGzYMI5NxfYsd/m8cCk6PIk4IIm2//uIhYA7cysOFa1iYiIiIiIiEhiiPcYE12cc5UA0dvO0e3dgY1N9iuPbhMREREREZEUMm3aNN544w2vy5A4yvC6gChrZptrdkeza4h096Bnz56xrElEDsGzC8sO63HfPV6vYxERERH5zP333w/AGWec4XElEi/xbjGxpbGLRvR2a3R7OdCjyX4lQEVzB3DOPeqcK3XOlRYVFcW0WBERERERERGJrXgHEy8Bl0WXLwOmNtl+aXR2jhOA3Y1dPkRERERampkNNLNlTb72mNnNXzSDmIiIxIdzzTaclyQXy+lCnwPeAQaaWbmZXQn8FjjTzNYAZ0bXAV4B1gFrgceA62NVl4iIiIhz7iPn3HDn3HDgWKAOeJEvnkFMRETioKGhwesSxAMxG2PCOfedL7jr9Gb2dcCEWNUiIiIi8iVOBz5xzn1qZuOBMdHtk4DZwG0e1SUiknLq6ur2LgcCATIzMz2sRuIl3l05RERERBLNt4HnostfNIOYiIjEQU1Nzd7l2tpaDyuReFIwISIiIinLzLKA84H/O8THXWNmi81scVVVVWyKExFJQU2DiabLktwUTIiIiEgqOwdY6pzbEl3/ohnE9qFZwkREYkPBRGpSMCEiIiKp7Dt81o0DvngGMRERiQMFE6lJwYSIiIikJDPLIzJL2AtNNn/RDGIiIhIH1dXVzS5LcovZrBwiIiIiicw5Vwd03G/bdpqZQUxEROKj6YCXajGROtRiQkRERERERBJC02Ci6dShktwUTIiIiIiIiEhCqK+vJzczsqxgInUomBAREREREZGE4Pf7yUk3MtIgEAh4XY7EiYIJERERERERSQjBYJCMNEdGmhEMBr0uR+JEwYSIiIiIiIgkhGAwSJpBuqFgIoVoVg6RJPbswrLDetx3j+/ZwpWIiIiIiByYmeEcuOiypAa1mBAREREREZGEkJ6eThgIO0hL09vVVKEzLSIiIiIiIgkhIyODYNgIhh0ZGWrgnyoUTIiIiIiIiEhCyM7OpiHoCIYhJyfH63IkThRMiIiIiIiISEKIBBOfLUtqUDAhIiIiIiIiCSE3N7fZZUluCiZEREREREQkIeTl5TW7LMlNwYSIiIiIiIgkhKbjSmiMidShYU5F5HOeXVjmdQkiIiIikoLUlSM1qcWEiIiIiIiIJISmA15q8MvUoWBCREREREREEkJmZmazy5LcFEyIiIiIiIhIQkhPT292WZKbggkRERERERFJCGkH4SsbAAAgAElEQVRpac0uS3LTmRYREREREZGEEA6Hm12W5KZgQkRERERERBJCKBTauxwMBj2sROJJwYSIiIiIiIgkBJ/Pt3fZ7/d7WInEk4IJEREREUl5q1atoq6uzusyRFJeQ0NDs8uS3BRMiIiIiEhK2759O9dddx2PPPKI16WIpLz6+vpmlyW5KZgQERERkZRWW1sLwLvvvutxJSJSU1PT7LIkNwUTIiIikpLMrJ2ZTTGz1Wa2ysxONLMOZjbTzNZEb9t7XafEXuMAe845jysRkcagEBRMpBIFEyIiIpKqHgRmOOcGAcOAVcDtwJvOuQHAm9F1SXKNA+yZmceViEhtbS1tsgyzfUMKSW4KJkRERCTlmFlb4GvAEwDOOb9zbhcwHpgU3W0ScIE3FUo8NQYTajEh4r2amhraZDryMk0tJlKIggkRERFJRX2BKuApM3vPzB43s3ygi3OuEiB629nLIiU+GqcnVIsJEe/V1NSQmx4iL8NRXV3tdTkSJwomREREJBVlACOAic65Y4BaDqHbhpldY2aLzWxxVVVVrGqUONGUhCKJo6ammtz0ELnpYU3hm0IUTIiIiEgqKgfKnXMLo+tTiAQVW8ysGCB6u7W5BzvnHnXOlTrnSouKiuJSsMROYzChrhwi3qutqSYvw5GbHlJXjhSiYEJERERSjnNuM7DRzAZGN50OrAReAi6LbrsMmOpBeRJnjV05RMR7tTW15GY48jIcdbUKJlJFhtcFiIiIiHjkRuAfZpYFrAMuJ/KhzT/N7EqgDLjQw/okThpbTITVYkLEc7V1deTlOUJhR6VaTKQMBRMiIiKSkpxzy4DSZu46Pd61iLfUYkIkMYRCIeobfOSmO4IZjtrdmi40VSiYEBEREZGU1thiIhQKe1yJSGqrra3FOUd+piNMmNraOsLhMGlpGoEg2SmYEGkFnl1Y5nUJIiIiSSsQCOxzKyLeaJweND8jTNilEXaO2tpaCgoKPK5MYk3Rk4iIiIiktMZAIqhgQsRTu3btAqAg09E2M7zPNkluCiZEREREJKWFQqHIbTjkcSUiqW3btm0AtM8O0y47vM82SW7qyiEiIiIiKa0xmAiHFEyIeKmqqgqAdtlhMtJsn22S3DxpMWFmt5jZCjP70MyeM7McM+tjZgvNbI2ZTY5O3SUiIiIiElMuOk2oJgsV8VZ5eTl5mUZBpqMoN4wBmzZt8rosiYO4BxNm1h24CSh1zh0FpAPfBu4DHnDODQB2AlfGuzYRERERERHxxsaNG+maG8QMMtOgU15kmyQ/r8aYyAByzSwDyAMqgdOAKdH7JwEXeFSbiIiIiKQipzYTIl5xzrHuk7UU5302CG33XD/rPlnrYVUSL3EPJpxzm4A/AGVEAondwBJgl3MuGN2tHOge79pEREREJIWZeV2BSMqqqqpi567d9G372VgvfdoGKSvbSF1dnYeVSTx40ZWjPTAe6AN0A/KBc5rZtdnI2syuMbPFZrZYA6GIiIiIyFdl0UBCsYSId1avXg1An4Lg3m19CoKEnWPNmjVelSVx4kVXjjOA9c65KudcAHgBOAloF+3aAVACVDT3YOfco865UudcaVFRUXwqFhEREZHkpxYTIp55//33yUqHXk2Cif6FQSx6nyQ3L4KJMuAEM8uzSDx9OrASmAV8I7rPZcBUD2oTERERkRSzt8WEggkRzyx7byn92wbIbPIOtU2mo6QgzLJl73lXmMSFF2NMLCQyyOVS4INoDY8CtwG3mtlaoCPwRLxrExEREZHUs3e6UA1+KeKJXbt2sW79Bga1C3zuviMLfXz4wYf4fD4PKpN48WRWDufcL5xzg5xzRznnLnHO+Zxz65xzI51z/Z1zFzrn9JsnIiIiIjG3N5BQMCHiiSVLluCcY2jHzwcTQzsE8AcCLF++3IPKJF68mi5URERERCQhhMPhfW5FJL4WLVpEm6x9B75sNKh9pHvHokWLPKhM4kXBhIiIiIiktFAoMj2hc07dOUTiLBQKsfCdtxna3kdaM8O8ZKfDoHYB3nn7P/EvTuJGwYSIiIiIpLTGYGL/ZRGJvdWrV7NrTzXDO/q/cJ/hnfyUb6pg48aNcaxM4knBhIiIiIiktEAg0OyyiMTe22+/TZrR7PgSjRpDi//8R60mkpWCCRERERFJaX7/Z5/UauR/kfhxzjFn9iyObB+gTeYXd6Mqyg3TqyDMvHlz41idxJOCCRERERFJaU3DiKYhhYjE1oYNGyjfVEFppwMHgsd2amDlypVs3749DpVJvCmYEBEREZGUVl9f3+yyiMTWW2+9hRkcW3TgQHBkZx/ORR4jyUfBhIiIiIiktOqaGlxaBgC1tbUeVyOSGpxzvDHzdYa0D9Au+8Cz4XTLj3TneGPm63GoTuJNwYSIiIiIpLQ9e6oJZxcAUF1d7XE1Iqnhgw8+oHLzFk7scvDjupzUpZ6PPl7D+vXrY1iZeEHBhIiIiIikrGAwSPWe3YTzOgKo/7pInEydOpW8zEgXjYN1clcfGWkwbdq0GFYmXlAwISIiIinJzDaY2QdmtszMFke3dTCzmWa2Jnrb3us6Jba2b9+Oc45QficAtm7d6nFFIslv586dzJ0zm5O71JOdfvCPa5vlOK7Ix2szXqWuri52BUrcZXhdgEgqeXZhmdcliIjIvk51zm1rsn478KZz7rdmdnt0/TZvSpN42LBhAwDhvA6Q25ZPP/3U24JEUsCUKVMIBkOc3r3hkB97ZkkD7yyp5+WXX+ab3/xmDKoTL6jFhIiIiMhnxgOTosuTgAs8rEXi4JNPPgEglNueQHY7Pvr4Y48rEklu1dXVvPjCvygt8tEtP3zIj+9fGOTI9kEmP/ecpvdNIgomREREJFU54HUzW2Jm10S3dXHOVQJEbzt7Vp3ExdL33oPcdpCRTbhNZyo2bWLbtm0HfqCIHJbJkydTV9/Aeb2bn5r3mY/zeObjvC89xvm9atm+cydTp06NRYniAQUTIiIikqpOds6NAM4BJpjZ1w72gWZ2jZktNrPFVVVVsatQYqqhoYH3ly3D37Y7AMHCEgAWLVrkZVkiSauyspLJk5/npC4+eheEmt2nrCaDspovH3FgcPsgQzsE+N+nnmTXrl2xKFXiTMGEiIiIpCTnXEX0divwIjAS2GJmxQDR22ZHQnTOPeqcK3XOlRYVFcWrZGlhc+fOJRAIEGzXE4BwbnvIacvrr7/ucWUiycc5xyOP/IW0cJBv9vtqA1eawXcH1NJQX89jjz3WQhWKlxRMiIiISMoxs3wzK2hcBs4CPgReAi6L7nYZoHbCSezfU6dCbiGhgq6RDWb4Og5g2bJllJVpwGqRlvT6668zb958zu9VS4ecQx9bYn/d80N8vUc906dP5+23326BCsVLCiZEREQkFXUB5pvZ+8AiYLpzbgbwW+BMM1sDnBldlyS0fPlyVq5YQUOngZGPX6MCRQMgLZ3nn3/ew+pEksumTZv40wN/ZGC7IGN7HfpMHF/kv/vU0aMgzO9+ey/bt29vseNK/CmYEBERkZTjnFvnnBsW/RrinLsnun27c+5059yA6O0Or2uVluec49HHHoOsPAJFg/a9LzMPf9EgZsyYoVYTIi2gtraWX/z8Tizk49rB1aTZgR9zsLLS4frBe6itreZXv/wFPp+v5Q4ucaVgQkRERERSyrx58/jwgw9oKB4G6Z8fZM9ffDTO0pk4cSLOOQ8qFEkOgUCAO+/8GevXreP6wXvo1AJdOPbXPT/E1YOqWf7Bh/zmN/cQCjU/qKYkNgUTIiIiIpIyamtr+dODD+LyOxIoGghAdtkCsssW7N3HZeZS320477zzDvPnz/eqVJFWLRgMcu+997J06XtcMaiGozsGYvZcJ3Tx853+tcyZM5eHHnqIcLjlAxCJLQUTIiIiIpIyHn30UXZs305dzxPBIpfCaXU7SKvbt9dOoMsQXH5H/vjAn6iurvaiVJFWq6GhgZ///E7eeustvtmvltHFse9icU7PBs7tWc/UqVO59957CQaDMX9OaTlfPkGsiEiMPbvw8Prvfvf4ni1ciYiIJLvFixczdepU/F2GEG7T+ct3tjTqep2MrZrGQw89xB133BGfIkVauT179vD/fno7K1as5NIjajijJH7jPnyrXx256Y5/zZzJnt27+OWv7iI3Nzduzy+HTy0mRERERCTp1dTUcO9v74PcdvhKjj2ox4TzO+ErHsbMmTOZN29ejCsUaf3WrVvH9dd9n9WrVjLhqOq4hhIQmWBnfJ96Lh9Yw6J33+XGGyawadOmuNYgh0fBhIiIiIgkvQcffJDt27dR23sUpB18o2F/8XDC+Z343e9+r+kIRb7Ea6+9xnXfv5bqbRX8ZNhuRnb2e1bLqd193DJ0DxVl67jm6qsULLYCCiZEREREJKnNnj2bmTNn4iseduAuHPtLS6O+z9eoqa3jvvvu0ywdIvtpaGjg97//Pffeey998uq5u3QHg9p7P77D8E4B7i7dSeeMGu68804eeeQRAoHYDcApX42CCRERERFJWtu3b+f3f7ifcJsi/MXDD+sY4dx21JeUsmjRIqZPn97CFYq0XqtWreKqK69g+vTpjOtVz23Dd9MuO3HCu6LcMD8bsYvTujfwz3/+k+u+fy3r1q3zuixphoIJEREREUlKzjl+//vfU1dXT33v0ZB2+Je+gc5HEmpbzJ8ffpiKiooWrFKk9QkGgzz11FNMmDCB+h0V3D58N9/sV0d6Ar67zEyD7w2s5eahe9havo5rr7mayZMnEwqFvC5NmkjAXx0RERERka9uxowZLFiwgPruIwjntvtqBzOjvvdo/MEwv/3tfYTD4ZYpUqSV2bBhAxOuv45JkyZxYuc6fl26g8EdvO+6cSAjigL85rgdHN2unokTJ3LLLTdTWVnpdVkSpWBCRERERJJOVVUVD/35z4QLuhLoMqRFjumy21BfMpLly9/n3//+d4scU6S1CIVCTJ48mauvvoqKDWu48ahqrh1cS35m4nTdOJC2WY6bhlZz9ZE1rFn1AVdc/j1efvlljR2TABRMiIiIiEhScc5x3+9+R4MvQF3vUZE5BFtIoNMAQoUl/PWvf6O8vLzFjiuSyCoqKrjl5h8wceJEhhbW8ZuROzjOw1k3vgozGF3s457jdtInt5Y//OEP3PaTn7Bt2zavS0tpCiZEREREJKlMnTqVxe++S31JKS6nbcse3Iz63icTcHD3r39NMJj4TdhFvoq33nqLq668grWrP+SaI6v5wdBqCrNafwuDTjlhfjJ8N5ceUcOype9y5RWXs2DBAq/LSlkKJkREREQkaaxfv56/PPIIocLuBIoGxeQ5XFY+dT1O5KPVq/n73/8ek+cQ8VrjNKB33XUX3bJqubt0J6OK/S3ZAMlzaQZnlPi4q3Qnbd1ubr/9dk0r6hEFEyIiIiKSFGpra7njZz8jSEZkFo4YvoMKduxLoNMA/v700yxcuDBmzyPihYqKCr5/7TW8Mn065/Wq4/8ds4ui3OQd8LVbfphfjNjJ6dFpRW+4YYK6dsSZggkRERERafVCoRC/+c29VFRUUNvnFFxWXsyfs6Hnibjc9tx196/ZuHFjzJ9PJB4+/PBDrvv+tVRVlPGjYXu4sF89GSnwrjErHS4bWMuNR1Wz4ZM1XPf9a1m7dq3XZaWMFPgVExEREZFk5pzjj3/8I//5z3waSkYSalscnydOz6C232nU+YPccuutVFVVxed5RWLkzTff5JZbbiY3tIefH7uToR1Tr0vDcZ39/OyYnQRrtnPjDRN45513vC4pJSiYEBEREZFWyznH3/72N6ZPn46v+GgCXVtmatCDfv6cttT0P5PtO3dz6w9/yPbt2+P6/CItZdq0adx99930zW/gzhE7Kc5L3q4bB9KrIMQvj91Bl6x67rjjDmbPnu11SUlPwYSIiIiItErBYJD77ruP559/Hn/RIPzdj/WkjnB+J2r7nU75pkquu34CZWVlntQhcrimTp3K/fffz7COAX48bDcFma1/1o2vqn2246fDd9K/rZ+77rqLt956y+uSkpqCCRERERFpdWpqarj9pz9lxowZ+Lodg6/XiTEd7PJAQm2LqTnibKp27ub6CRNYvny5Z7WIHIqpU6fywAMPMKyjn5uG7iEr3euKEkduBvzo6N0MaOvn13ffzZtvvul1SUlLwYSIiIiItCqrVq3iiiuvYvHixTT0HoW/+zGehhKNwm2KqB44lppgGjfffDPPPvss4XDqNoeXxPfKK6/wwAMPMLyTn5uGVpOpd4efk5MBPxq2mwGFAe655x7mzZvndUlJSb96IiIiItIqhMNhJk+ezIQJN7B1dy21g8YSKDrC67L24XLaUj3oPHyFPXn00Uf58U9+wo4dO7wuS+RzZs6cye9//zuGdghw41EKJb5MdjrcevRu+hYE+NUvf6kBMWNAv34iIiIikvA2bNjAjTfexMSJE/EXllB95PmE23T2uqzmZWTR0O9UGnqdxNKly7jk0st49dVXcU799iUxTJs2jXt/8xsGtQty09A9CiUOQm4G/PDo3fTI9/PzO3/GrFmzvC4pqehXUEREREQSlt/v56mnnuLKK69k5cdrqe8zmvp+p0FGttelfTkzAp0HUTP4fKotj/vuu49bbr2V8vJyryuTFOac46mnnuL+++9naAc/tx69m2yNKXHQ8jMdPxm2mz5tfNx116+YMmWK1yUlDQUTIiIikrLMLN3M3jOzl6PrfcxsoZmtMbPJZpbldY2pbMGCBXzv8suZNGkSDYW9qB7yXwQ7DUiI8SQOVji3HbUDz6Wh10m8/8EKvve9y3niiSeor6/3ujRJMQ0NDfzud79j0qRJjO7awA+G7lEocRgaw4kRnfw8/PDDPPzwwwQCAa/LavU8CSbMrJ2ZTTGz1Wa2ysxONLMOZjYzeiEw08zae1GbiIiIpJQfAKuarN8HPOCcGwDsBK70pKoU9+mnn/LjH/+E22+/nYodtdQdcRYN/cbgMnO9Lu3wRFtPVA/5L+rb9uDpp5/moosvZubMmereIXHx0UcfcfVVV/Lqq68yvncdVx1ZS4Y+oj5sWelw41HVnFlSz5QpU7juuu+zYcMGr8tq1bz6dXwQmOGcGwQMI3JBcDvwZvRC4M3ouoiIiEhMmFkJMBZ4PLpuwGlAY9vcScAF3lSXmnbt2sVDDz3E5ZdfweL33qehx0iqB48nVFjidWktwmXl09BvDHWDxrKtwbjnnnu47vrr+eCDD7wuTZJUKBTi6aef5vrrr6Nm2yZuG76b/+lb35oaHSWsNINLjqjjB0P3sKXsE665+mpeeOEFhY2HKSPeT2hmbYGvAd8DcM75Ab+ZjQfGRHebBMwGbot3fSIiIpIy/gT8BCiIrncEdjnngtH1cqC7F4WlGp/Px5QpU3jmmX9Q31CPv9MR+LuPaL0tJA4gVNCF2iPPI2PbGj76ZCk33ngjo0aN4tprr6VHjx5elydJwDnHokWL+NtfJ7Ju/QZGdvbxvYG1tMnUm+aWdmxRgH5td/DE6gIeeughZr7+GtddP4Gjjz7a69JalbgHE0BfoAp4ysyGAUuINKPs4pyrBHDOVZpZgg6zLCIiIq2dmY0DtjrnlpjZmMbNzeza7FW8mV0DXAPQs2fPmNSYCkKhEK+//jqPP/4E27dvI9iuJ75+pYRz23ldWuyZESw6gj0d+pC1ZQX/eWchb7/9Nueffz6XXnopHTp08LpCaaXWrFnDxImPsHTpexTlOW44qobjivxqJRFD7bIdtx69h/mbs5my/iNuuukmTjrpJK699lp69erldXmtghfBRAYwArjRObfQzB7kELpt6EJAREREWsDJwPlmdi6QA7Ql0oKinZllRFtNlAAVzT3YOfco8ChAaWmpPoI8RM45Fi5cyF//+jc2bFhPuE0RDQPPIdS22OvS4i89E3+34QSKBpK16T3+PXUqr86YwXe/8x0uvPBC8vLyvK5QWokNGzbwzDPP8MYbb9AmCy4aUMtp3Rs0FWicmMHoYh8jO/t4fWMOLy96m8vfeYdzzj2X7373u3TvrgZ4X8bi3QfGzLoCC5xzvaPro4kEE/2BMdHWEsXAbOfcwC87VmlpqVu8eHGsSxZpMc8uLPO6hKTx3eMVTIp8GTNb4pwr9bqO1iDaYuJHzrlxZvZ/wL+cc8+b2V+B5c65R77s8boeOTSrV69m4sSJvP/++5DTlvruIwi27+PpTBu5q18BoH7QuZ7V0Mjqd5O9aQmZOzdQ2K4dV1x+OWPHjiUjw4vPEyXROedYtmwZzz//HAsXLiIrHc4qqWdsz3ryW2G3jWc+zmNeZWQq4F4FIXq2CXLxEXUeV3V49viNlzbk8mZFLmEHo0d/jW9961sMGTLE69Li6mCvR+L+F845t9nMNprZQOfcR8DpwMro12XAb6O3U+Ndm4iIiKS824DnzezXwHvAEx7XkzQqKyt59NHHmDXrLSwrl4aeJxAoGghpmq+wKZdbSEP/0/DXbCVcvpgHHniAf/7f//H9a69l1KhRmNrjCxAMBpk9ezbPP/8ca9d+Qtts+O8+dZzevYGCrNYXSDQqq8mgPhRp4rF6V+tu6tE2y3HxEXWM7VXPG+U5vPXOXObOncuQIYP59re/w0knnUR6uv7+NfIqer0R+Ed0bvB1wOVEZgj5p5ldCZQBF3pUm4iIiKQQ59xsIoNu45xbB4z0sp5ks3v3bp555hleeOEFwhi+4mH4i4dCepbXpSW0cJvO1A48h/RdG9m0aTF33nknQ446iuuvuy7lPnGVz2zZsoVXXnmF6S9PY9v2HXTLd1wxqJaTuvjI0nvchNQ+23Fhv3rO61XP3MocXlu/gjvvvJOuXToz7rzzOeecc+jYsaPXZXrOk2DCObcMaK45x+nxrkVEREREWp7f7+fFF19k0t//Tl1dHf6OAyIzbWRpzISDZkaofU+q25WQWfUxKz9exoQJExgzZgzXXnstxcUpOCZHCgoGgyxYsIBp015i0aJF4GBoxwCXHF3PsI4B0tSIplXIyYCzejRwRkkDi6uyeGtTkMcff5ynnnqSk046mfPOO4/S0lLS0lp3S5HDpc5qIiIiItJinHPMmTOHiX/9K1s2byZUWELD4LMI57X3urTWy9IIdB5EoGM/sjZ/wJx585k3fz7f+J//4eKLL6agoODAx5BWp6KigldffZVXpr/M9h07aZ8D5/eq45RiH51yw16XJ4cpzWBkZz8jO/uprEtjTkUO8xbOY968eXTt0plzx47j7LPPpnPn1JqkUsGEiIiIiLSI1atX89Cf/8zKFStweR2oP+LrhAo1En2LSc/E330EgaKBZG9ayuTJk5n+yitcecUVnHfeeRogMwnU1dUxZ84cZrz6Ku8vX44BR3cMcMnQSOuI9NT8MD1pFeeF+Xb/Ov6nbx1Lq7KYVRnkySef5KmnnuLYY0dwzjnnMmrUKLKzs70uNeb010tEREREvpKtW7fy2GOPMXPmTCwrj4beJxPoNABM76JiwWXl09BnNP4ugwltXMSDDz7ICy++yA0TJnD88cd7XZ4conA4zPLly5kxYwazZ71Fg89P13zHN/rWM6qrjw45ah2R7DLT4Pgufo7v4mdLXRr/2ZzN/BVLuHvxEvLzcjnt9DM4++yzGTx4cNIOgKtgQuQwaNpPERER8Pl8TJ48mWee+QeBYBBf8dH4i4dBeqbXpaWEcF5H6o44m4xdZWwsf5fbbruNkSNHcuONN9KjRw+vy5MD2LJlC6+99hqvvjKdys1byM2A44sa+Fo3H/3bBr2cQVc81CUvzH/3reeCPvWs3pnBvM0+XntlGtOmTaNnjxLOOXcsZ511VtINmKlgQkREREQOiXOO+fPn8+c/P8zWrVsItO+Nr8dxuGyNdRB3ZgTb96K6sITMrSt5d+kyvve973HhhRdyySWXkJ+f73WF0oTP52PevHm8+sorLH1vKc7B4PZBzh9cT2mRn2zNrCFRaQaDOwQZ3KGGS4O1LNyaxbzNG/jb3/7GY489xvEjR3LOuedy4oknkpnZ+sNgBRMiIiIictDKysr4058eZOnSJZFxJAaeQ6itZofwXFo6ga5DCXbsR3b5Ep5//nlmvPYaE66/njPOOCNpm3+3Fh999BHTp0/nzTdmUltXT1Gu44Leka4aRRrIUg4gN8MxppuPMd18VNamMW9zDv9ZtoB3FiygsG0BZ5x5FmPHjqVv375el3rYFEyIiIiIyAH5fD6effZZnvnHPwiTTkPPEwh0HqRxJBKMy8yLjD9RNIjwxgXcc889vPrqq9x6662UlJR4XV5K8fl8zJo16/+zd+fxVdV3/sdfn7vlZoNs7BBBQEEqiCxhH3YRKNa6jKgUrNbW6lSrnal1xla7TKcz/bWdOq0O7k5dW6ul4oqAgAiyCrIpyL4FCBFC1pv7/f2Ri0YKija5J7nn/Xw88uCec89N3geScO/7fs/3y/PPP8fGjZuIBKF/QRUjzqqkR25My3zKF9IuM87lXcu5pEs57x4Os3BvFX957lmeffZZevc+l4sv/irDhg1rdqMoVEyIiIiIyKdatWoV//XLX7Jn925q8s6kqnAgLpzhdawGkbZjCcHyQwCkb3yReEYeVYWDPE7194tnteJYj0mED2xi1ZoVzJhxDV/72jSuvPJKrd7RyPbs2cOsWbN4cfYLHDlaRvtMx9XdyxnWroqMkPM6nqSIYAD65NfQJ7+Go9XHWLA3jbmb13D33WvJy81h8penMHny5Gaz7Kh+K4mIiEizZGa3ftr9zrlfJStLqqqqquKBBx7gj3/8I0RbUJ6Cy38Gykuw2hoAQkf3EfM4T4OyADWtexLLOYO0HUt56KGHWLBwIXf+279xxhlneJ0u5bz//vs8/PDDvPXWYgzoV1DFmG6V9MzRRJbSuLIjjklnVHJhYSVrS8LM2VXN/z32GH/4wx8YOfIfmD59RpP/mVcxISIiIs2VZpicFiMAACAASURBVFpsRO+//z4/+elP2bF9O9Wte1DVcYBW22imXCSDym6jiJV0Ycu2xVx33XXccMMNXHzxxZp7ogFs3bqVhx9+mAULFpARhilnlDOqQxV5aZo7QpIrYB+PojhQEeD13VHmLpjP/HnzGTN2LDNmzKBDh6ZZLquYEBERkWbJOXe31xlS1euvv87Pf/4fxAJhyruPozZHS0+mglheZ45mtSa6bRG//e1vWbt2LbfffjtpaWleR2uWdu3axcMPP8zcua8TDcJXOpdzQadKMsO6XEO81yo9zhXdyplUWMHsHenMmfsar7/+OhMmTGDGjBlN7hIPFRMi0iw9sXTHF3rclUWFDZxERLxiZr/9tPudc99JVpZUEY/HeeSRR3jssceIZ7elvOsoXDjd61jSgFwkg4ru44jsW8u8efPYvWcPP//3fyc/P9/raM3KvHnz+MV//BwXq2ZSYQUXFlaQrUJCmqDsiOOKbuVM6FTBC9vTefXlF1nwxnzu/OGPKCoq8jreRzSNsoiIiDRX3wKGAXuA5cCKEz7kc3DO8ctf/pLHHnuMmoLuHDvrApUSqcqM6na9qeg2hvc3f8A3v/UtiouLvU7VLMRiMX7/+99z99130ylawS8GHebyruUqJRpIRcyIRqNceumlRKNRKmK61Kih5KQ5rj6rnJ8PPExeoIzbb/9+XQkdbxqXHKmYEBERkeaqHTATuACYBoSBWc65R51zj3qarBmaOXMmL774IlXt+lDZeRgEgl5HkkYWyz2DsrMv5NDhD7n1ttsoLS31OlKTVltby+3f/xeeeeYZxnas4Ad9SzWPRAMrjxmTJ0/mpptuYtKkSZSrmGhwbTLi3Hn+YQa3ruKhhx7ixz/+Mc55X6ypmBAREZFmyTl3yDl3n3NuFDADyAHWmdk0b5M1P88//zxPPvkk1a17UN3hfLSEgH/EMws41m0su3fv4fYf/IBYLKXWJWlQS5cuZfmKlVzZ/RhfO6uckF5JNbiMkOOFF17gnnvuYfbs2VpetZGkBeGb55Qx5Yxy5s+fz/r1672OpGJCREREmjczOx+4BbgaeAldxvG57Nq1i9/9/vfEWnakqnCQSgkfqs1uS3nn4WzcsIGnn37a6zhN1l+ef56cKIztUOl1lJSVHnJUVlby7LPPUllZSbqKiUZjBpPOqCA9VFdOe03FhIiIiDRLZna3ma0AbgXeAPo75651znn/1k8z4Zzjv375S2JxqOw8FExPDf0qln8mNbmdefjhR9ix44tNMJ3KYrEYby9bRt+8So2UkJSRHoIv5Vax+M1FXkdRMSEiIiLN1p1AS6AP8HNgpZmtMbO1ZrbG22jNw+rVq3ln9Woq2p+Pi2R6HUc8VnXGYGod/N///Z/XUZqcUChEv/P7svxglEpd7SIp4ki1seZwlKJBg72OomJCREREmq0uwBhgcuLjy4mP47flMzz11NNYOJ2aVmd5HUWaABdOpyq/O6/PnatVOk7i69dex9Fq+Mu2DJrAXIEif5e4gz99kEFNLcyYMcPrOComREREpHlyzm0/8QM4BuxI3JZPUVxczNKlS6hsdTYEQl7HkSaium0v4rW1vPzyy15HaXLOOeccxo0dy+wd6fx2bTZHazQfizRPh6uM/3qnBfP3RLn4q1+lsLDQ60gqJkRERKR5MrNBZjbfzP5sZn3N7F3gXWC/mU3wOl9TN2/ePABq8rt5nESaEpeWTW12G16fO9frKE3SD+64g29/+9u8czidf1uWx7oSlXrSvKw4EOZfl+Wx+Vgm3/ve97jpppu8jgSomBAREZHm63+AfweeBOYC1znn2gIjqJtzQj7F3LnzcJkFuGgLr6NIE1OT24Xt27axbds2r6M0OYFAgMsvv5x777uP7FYd+cXqlvx6TTbvlaqgkKbLOXi3JMx/rm7Bf69tQbvCbtx//wNMnjwZayIrMamYEBERkeYq5Jx71Tn3R2Cfc24JgHNuo8e5mrzi4mI2bdpIdc4ZXkeRJiiW2xmAhQsXehukCevevTsz73+A6dOns7kyl5+ubMlPVrZk5YEwcc0/IU1EbRyW7I/woxW5/OfqFuxxrfjmN7/J7++9t0lcvlGfqj0RERFpruL1bleccN+nvjQwsyiwAEij7vnQn5xzPzKzLsBTQB6wEpjmnKtuuMhNw6JFdUvDxXJVTMjfcpEM4lmtmT//DaZNm+Z1nCYrGo1yzTXXcMUVV/DSSy/x9FNP8pu1B2if6Rjf8RhFravJDKulkOQ7Um28tT+N13ZnUFxudOzQnu9dfyXjxo0jLS3N63gnpWJCREREmqs+ZnYEMCA9cZvEdvQzHlsFjHbOlZlZGFhkZi8BtwK/ds49ZWb3AdcC9zZSfs/MmfM6LiOPeHqO11GkiarO7cyWLW+zc+dOOnXq5HWcJi09PZ2vfvWrTJkyhfnz5/PkE4/zyKat/OF96JtfxdC2VfTOryGkserSiKprYdXBCG/uS2NtSYRaBz17nM0/XXU1Q4YMIRgMeh3xU6mYEBERkWbJOfeFn2U55xxQltgMJz4cMBq4MrH/UeAuUqyY2Lt3L+vXr6O6Qz+vozQNtdVEo1EmT57MCy+8QFltyg2Q+UJieWfCzreZM2cO11xzjddxmoVQKMTYsWMZM2YMmzZt4rXXXuP1115l2dqjZEVgUKtKhrat4swWMZrIZf3SzMUdvFca4s19aSw7GKW8BvLzcrnsHy9g/PjxnHnmmV5HPG0qJkRERMSXzCwIrAC6Ab8DtgClzrlY4pBdQAeP4jWaV155BYCa/K4eJ2kaLFbN5CmTuemmm3DO8cxfX/E6UpPgIhnUtmjPSy+9zPTp0wkE9Hb/6TIzevToQY8ePbjhhhtYtmwZr776KgsWLWLO7iitMxz9Cyrp16qari1iBFRSfKQwK8b2o3Wd8xnZtRRmxT7jEf5zvIxYfiDCikPpHKqAaFoaI0b9A+PHj6dv375NfnTEyaiYEBEREV9yztUC55lZDvAc0PNkh53ssWZ2PXA90OQmEPs08XicF2bPprZlB1xaltdxmgQXivDCCy/gnGP27Nm4UIbXkZqM6oLuFH/wBitXrqR///5ex2mWQqEQgwcPZvDgwZSVlbFgwQLmz5/HqytW8uKOWnKi0C+/kv6tqjg7J+b7yz2uPqucHWV1L1HvOP/IZxztHzVxWH84zPLiCKtKohypgnA4xIABAxk1ahTDhg0jPT3d65h/FxUTIiIi4mvOuVIzmw8MAnLMLJQYNdER2HOKx8wEZgL079+/2cxut3z5cg4eOEB115FeR2k6ghEqy0t49tln67azNe/GcbHcM7BwGrNnz1Yx0QCysrKYOHEiEydO5OjRoyxZsoSFCxeyaOkSXt9dTVYEzsurG0nxpbwa0prfm97SgCpixtqSMCsORFhdEqWixpGRHmXQ0CGMGDGCgQMHkpGROkWqigkRERHxHTNrBdQkSol0YCzwC2AecCl1K3NMB/7iXcqG99e//hWLpBPTMqFyOgIhqvK6smDBAkpLS8nJUWnTULKzsxk3bhzjxo2jsrKSZcuWsWDBAha/uYhF+yoIB+Cc3Gr6FlRzXn4NedH4Z39SafYOVARYdTDCqkMRNpaGqY1DyxbZjBo3nBEjRnD++ecTiUS8jtkoVEyIiIiIH7UDHk3MMxEAnnHOvWBm64GnzOynwCrgQS9DNqTS0lLeXLyYqoKeENBbsXJ6alqdTWT/el577TUuu+wyr+OkpGg0yvDhwxk+fDg1NTWsWbOGxYsXs3jRQh7ZVAxA5xZxzsurpG9BNZ2zazV5ZoqIO9hyJMTqg2FWHYqyq6zuWp5OHTtw6bhhDB06lHPOOYdQKPVftqf+GYqIiIicwDm3Buh7kv0fAAOTn6jxzZ8/n3htLTUF3byOIs1IPD2XeGYBr6qYSIpwOEy/fv3o168fN910E9u2basrKRa/yV/Wb+D5bRnkRvmopDgnt4aIesZmpTIG7x6OsOpgmHcS80UEAgF6n3suU4YOZciQIXTs2NHrmEmnYkJERETEB+bOnYfLyCOeked1FGlmqvPO5P333mbPnj20b9/e6zi+YWZ06dKFLl26cNVVV1FaWsqSJUt48803WbLsbebtqSIShF4fXfJRTU5as5nyxlcOVQZYdTDM6oMRNpRGqIlDZkY6RUMHM2TIEIqKisjOzvY6pqdUTIiIiIikuKqqKtatX0dNwckWHhH5dLUtO8LOt1m9erWKCQ/l5OQwYcIEJkyYQHV1NatXr64bTfHmIlZtPAjAmS1q6ZtfRd9W1XTK1CUfXnEOth4NsupghNWHomw/WneJRof2bfnKJcMZMmQI5557ri8u0Thd+psQERERSXEbN26kNhYjlt3G6yjSDMWjLbFIOmvWrGHixIlexxEgEokwcOBABg4cyM0338wHH3zA4sWLefPNRTy7cRPPbs2gdYajX34l57eqpnvLGAGVFI2qNg6bSkMsPxhh5cF0SiohYEavXr341rBhDB48mMLCQkxt0UmpmBARERFJcSUlJQC4iL+HCssXZEZtOPOj7yNpWsyMrl270rVrV6ZNm8ahQ4d46623WLhgAXNWruClnbW0SIPz8yvpV1DNOXk1hANep04NVbXwbkmY5QcivFMSpawaIuEwAwYOZPjw4QwaNEir2ZwmFRMiIiIiKa6iogIAF9RTP/li4oEwx8rLvY4hpyE/P5/JkyczefJkjh07xpIlS1i0aBFLl7zF/D2VRENwXn4VRa2r6J2vkuLzqqqFdw5FWLI/wpqSNKprISszg8H/MJQRI0bQv39/0tPTvY7Z7Oh/JxEREZEUl5dXN+FloOootWkaNSGfk3OEqo9SkH+W10nkc8rMzGTMmDGMGTOG6upqVq1axYIFC1i44A2WrC0jIwz98ispalO3wkdIJcVJ1cTrRkYs2Z/GykNRqmKOvNwcJn55JMOHD6dPnz6aL+LvpL89ERERkRTXu3dvAsEgwQ93U9tCkxfK52NVR6CqjPPPP9/rKPJ3iEQiFBUVUVRUxHe/+11WrFjB3LlzWbjgDRbuqyQ7AgNaVTKodRVn5WhOiriDdSVhlhRHWHEwSnkNZGdlMv7C0YwePZrevXsTDGqt1oaiYkJEREQkxWVkZNC/X3+WrVxFTeueuLQsryNJc+Ec0Z3LCIZCFBUVeZ1GGkgo8e9ZVFTErbfeyttvv828efN4881FzN1dTesMx/A2FQxvV0VeNO513KQqrgiwYE8aC/dncLgSMtKjDBs1gjFjxtCvXz+NjGgk+lsVERER8YHvfvcWZlxzDenbFlJ+1gVgGrMtny10aDOh0h1841vfom3btl7HkUaQlpbG8OHDGT58OBUVFSxatIgXZ8/m2dWr+fO2DM7Nq2FEu0rOL6hO2Us9qmth+YEIb+xNZ8PhEAEzBgwYwIUTJzJ48GDS0tK8jpjyVEyIiIiI+EC7du245eab+cUvfkHG+69RfuZICOnJtpxauHgD0R1L6N27D5dddpnXcSQJ0tPTGTduHOPGjWP37t28/PLLvPTibP7n3RKyIzCsbQXjOlZSkCKjKPaVB3h1V5TF+9Mpr4F2bVrz9a9PZsKECbRu3drreL6iYkJERETEJy688EJisRi//vVvyN44m7JuY3DRll7HkqYmHidtxxIiBzYyaNAg7rzzTl1L70MdOnTg2muvZcaMGSxfvpzZs2fzyqJFvLIznQGtqphQWEnXFjGvY35uzsGm0hAv70xn1cEIoVCQfxg5ikmTJtGnTx8CgRQdFtLEqZgQERER8ZEvf/nLdOrUiX+7805s/V+obPMlqtueC8Gw19HEa84R/HAX6buWYRWlTJ06leuuu06lhM8Fg8GP5qPYv38/f/7zn/nrrFksXV5B95wYEzpW0K9VdZOfLDMWh7eLI7y8K5NtRwK0yM5i2te+ykUXXUR+fr7X8XzPs2LCzILAcmC3c26ymXUBngLygJXANOdctVf5RERERFLVeeedx0MPPsi9997LvHnziB58j/IO/YjldwNr4q8uGlg8Iw9XfgiA2ox84hl5HifyRqC8hOjOtwke2UO79h34pzv/hSFDhngdS5qYNm3acMMNNzB9+nReeukl/vTM09zzbjHtMx2XdCmjf6vqJvcrJO5g8b4Iz23P4kC5UdipI7d94x8ZP3685o5oQrwcMXEzsAFokdj+BfBr59xTZnYfcC1wr1fhRERERFJZ69at+dGPfsSll17Kb++5h00bF+L2v0tV63Ooye8KAX8MrK0qHESgvASAih4TPU6TZM4RLCsmvH8d4dLtZGZkcs1NN3HRRRcRDmsEjZxaRkYGl1xyCV/5yldYsGABjzz0IPe8u4vOLeJc2qWMc/NqPC8onKub0PLP2zLZXRagW7eufPfr1zJo0CBdrtEEefI/jpl1BCYBPwNuNTMDRgNXJg55FLgLFRMiIiIijapXr17clxg58YfHH+eDLW+SvnsFlQVn1S0tGsn0OqI0tHgtocPbSNu/jsCxg2RkZnLRFVcwdepUWrRo8dmPF0kIBoOMGjWKESNGMGfOHB5+6EF++U4xZ+XEuLJbGWe2qPUk18bDIZ7cksXWI0EKO3Xkru9dx4gRI1RINGFeVeG/Af4FyE5s5wOlzrnjs6fsAjp4EUxERETEb8yM0aNHM2rUKNasWcMf//gn3nxzEWn73qUm5wxqCrpR27KDlhht5qzyQ8IHNxMt2YyrOkaHjh25/PrvMn78eNLT072OJ81YMBjkggsuYPTo0bz44os8+sjD3L08xJgOlVzatZyMkEtKjiPVxlObM1i0L0rrVgXcfvt1jB07llDIHyPAmrOk/wuZ2WSg2Dm3wsxGHt99kkNP+t1rZtcD1wMUFhY2SkYRERERPzIz+vTpQ58+fdizZw/PPfccL770Msfe3wqRDKrzulJT0I14eq7XUeV0xaoIl2wlcmgzgbJizIwBAwZwySWXMGDAAL2DLA0qHA5z0UUXMWbMGB566CGef+45lh+McmW3oxS1brz5J+IOFuxN4+ktWVTFg1x99VSuvvpqotFo43xBaXBeVEdDgSlmNhGIUjfHxG+AHDMLJUZNdAT2nOzBzrmZwEyA/v37J6d6ExEREfGZ9u3bc+ONN3L99dezZMkSXnrpJZYsXUpk31rimQVU53UlltcFF8nwOqqcKF5L8Mhuwoe2EC7dAfFaOhUWMvGqbzJu3DgKCgq8TigpLisri+985zuMHz+eX/2/X/L7dZtZsr+a63qWkRVu2JdwpVXGfRtasL4kRO/e53LrrbfRuXPnBv0a0viSXkw4534A/AAgMWLie865q8zsj8Cl1K3MMR34S7KziYiIiMgnhcNhhg8fzvDhwzl8+DBz5szhpZdf5oMtS2HnUmqz21GT14VYbmdcWO9OesbFCR7ZS6jkA9JKd+BiVWRmZTNuypeZMGECZ599Nub1bITiOz169ODe+/6XZ599lpn/+7/cuTzCt8/5kO4tY6d8TGHWqe870bslYe7b0IIqF+Z737uZSZMm6fu8mWpKF9t8H3jKzH4KrAIe9DiPiIiIiNSTm5vLZZddxmWXXcb27duZO3cuc15/nd3bF8OOt4i16FBXUuQUQkjL8DU6Fyd4dD+hkq2kfbgdV11BND2dEaP/gTFjxtCvXz9dWy+eCwaDXH755fTu3Zu7f/RDfrYSLu96jAs7VZ700o6rzyr/zM8Zd/Dc1nRmbcugsLATd939Y7p06dII6SVZPP1N5ZybD8xP3P4AGOhlHhERERE5PWeccQbXXHMNM2bMYMuWLXUlxZzXKd66EAKBupIi93hJEfE6bupwjmDZfkIl20gr3YarLicciTBs6FBGjx7NwIEDSUtTKSRNT48ePbj/wYf4z//8T55asIBDlQGu6l5O4HMOcIjF4YENWSzen8aECRO45ZZbNJdEClCFKiIiIiJfmJnRrVs3unXrxje+8Q02btzIvHnzeH3uPA5tXQCBIDUtOhA7PpIiGPY6cvPjHIGyYsKHt5JWuh1XdYxwOMzgwYMZNWoURUVFZGRorg9p+rKysrjrrru47777eOaZZyirCfCNnmWETnMO1qpa+J93s3nnUITrrruOq666SpdupAgVEyIiIiLSIMyMnj170rNnT2644QbWr1/P/PnzmTt3Hoc+eAMLhKhu2TFRUnSCgJ6KnpJzBMoP1a2oUboVKssIhcIMGjSIUaNGMnjwYJUR0iwFAgFuuOEGWrZsyf3330913PinLx39zJETsTj8ak1LNpaGuPXWW5kyZUpyAktS6H8DEREREWlwZkavXr3o1asXN9xwA+vWrUuMpJjLh1vmYcEw1TmF1OSdSW2L9hAIeh25SQhUlNZNYHl4K1R8SCAYZOCAAYwePZqhQ4eSmZnpdUSRv5uZcdVVVxGJRPjd737HH7dk8I/dTj23hHPwyKZMNhwOcccddzB+/PgkppVkUDEhIiIivmNmnYDHgLZAHJjpnPtvM8sDngY6A9uAy51zh73KmSoCgQDnnnsu5557LjfeeCOrV69m7ty5zJ//Bsfe34KFo1TldqYmvzvxzAJOOiNeCrOaCkKHtpBWsgU7dggzo8955zF2zBhGjBhBixYtvI4o0iguvfRSdu7cyaxZs2ifWcvwdlUnPe7lnVEW7I0ybdo0lRIpSsWEiIiI+FEMuM05t9LMsoEVZvYaMAN43Tn3H2Z2O3A7dSuHSQMJBoP069ePfv36ccstt7Bs2TLmzJnDwoULqSneCOk5VOV1pSa/Ky4ty+u4jSceI1S6g/DBLYSO7ALn6H7WWUy44EpGjhxJfn6+1wlFGp2Z8Z3vfIedO3bw2NrV9MytoSAa/8Qxu8qCPL0lk+HDh3PNNdd4lFQam4oJERER8R3n3F5gb+L2UTPbAHQALgJGJg57lLrVw1RMNJJwOMyQIUMYMmQIZWVlvPHGG7z8yiusXbOCtN0rqG3RnupWZxHLOSNlLvUIlB8iXLyJtMNbcbEq8vLzmTB1KuPHj6dz585exxNJulAoxPdvv53pX5vGE+9n8p1zj350n3Pw6HtZZGZmcttttxEInOYsmdLsqJgQERERXzOzzkBfYCnQJlFa4Jzba2atT/GY64HrAQoLC5MTNMVlZWUxadIkJk2axJ49e3jttdeYPftFirfMxyLpVOZ1o6bV2bhoM7ysoTZWN2/EwffqVtcIhxk5aiQXXHABffv2JRhMjdJF5Itq27Yt0742nQceeIB3S8J8Ka8GgKXFETaVhrjttm+Rk5PjcUppTComRERExLfMLAt4FrjFOXfkdJedc87NBGYC9O/f3zVeQn9q374906dPZ9q0aSxbtoxZs/7KW28tJm3fWmpbtKeqzTnUtuzU5OeisMojRPavJ61kCy5WRcdOhXxlxk2MHz9e80aInODyyy/nz8/+iVd3Vn9UTLyyK4NOHTswceJEj9NJY1MxISIiIr5kZmHqSonHnXN/Tuzeb2btEqMl2gHF3iWUQCBAUVERRUVFHDhwgBdffJFZs/7KoffnQHoOlW16UZPftcktOxooKyayby3hw9sJBoOMHDmSKVOm0Lt3b063/BLxm0gkwsRJk3n88T9wsDJAeY2x5cMgN179FY0q8oGm9VtcREREJAms7tXhg8AG59yv6t01C5gO/Efiz794EE9OolWrVkyfPp2rrrqK+fPn8+RTT7Fl85uk71lJZaueVLfuCaE07wI6R6h0B2n71xI4WkxmZhYXX301F198sSayFDlNkyZN4g9/+ANL90coqwkQDgW54IILvI4lSaBiQkRERPxoKDANWGtmqxP77qCukHjGzK4FdgCXeZRPTiEUCjF27FjGjBnD6tWrefKpp3h76VKi+9dR2eZLVLc5B4Lh5AVyjuCR3UR3ryRw7CCt27Tlimu+w4QJE8jIyEheDpEU0K5dOwo7dWRD6QeU1QTp2bOnLnvyCRUTIiIi4jvOuUXAqcbUj0lmFvlizIy+ffvSt29fNm/ezIMPPshbb71F9MB6Ktr0pqb12Y1+iUfw6L66QuLoPlq3bsM1N32fcePGEQrpKbbIF3Ve3/P566xdOGDaeX29jiNJot+aIiIiItKsdevWjZ///OesW7eO+x94gNWrlhI9uJHyToOobdnhMx8fz8j7XF/PqstJ27mUcMlWcnLzmHHLLUyaNIlwOIkjNURSVI8ePZg1axYAZ599tsdpJFlUTIiIiIhISujVqxe/+fWvWbZsGb/69W/Y+94r1OSdSVXhQFz41JdVVBUOOr0v4OKED2wiffcKAsS5evp0pk6dSjQabaAzEJH27dt/dLtDh88uFiU1BLwOICIiIiLSkAYMGMAjDz/EjBkziB7ZQfa7zxEq2fZ3fU6rPkbmppeIbn+Lvr2/xKOPPMI111yjUkKkgdUvJtq1a+dhEkkmjZgQERERkZSTlpbGjBkzGDNmDD/56U95b9Ncqst6UdVxAAQ+33tzwQ93k7l1AZGg47Y77mDcuHFa9lOkkbRs2fKj2yr+/EMjJkREREQkZXXq1In/ueceLr74YiL715H53ksQqzrtx4f3riXjvVco7NCG+2fOZPz48SolRBpRWpqHy/6KZ1RMiIiIiEhKi0Qi3Hzzzdx5552Eyw+S+d4rp1VORPasJrprGSNHjuS+e++lsLAwCWlFRPxHxYSIiIiI+MKYMWP4yU9+QriqlKz3XoFY9SmPjexZTdrulYwbN44777yT9PT0JCYVEfEXFRMiIiIi4htDhgzhZz/9KcGKEqLb3wTn/uaYYOlO0navZOzYsdx+++0Eg0EPkoqI+IeKCRERERHxlUGDBvH1r3+dcMlWQgff/8R9VlNO5vZFdO7chX/+539WKSEikgQqJkRERETEd6ZOncp5551Hxq5ln5hvIm3XCoLxGHfd9SNNwicikiQqJkRERETEd4LBIDfeeCMuVkVk/3oArPII4UObueiiKXTu3NnbgCIiPqJiQkRERER8qXv37gwZG2SZ6wAAIABJREFUMoTogQ0QjxMpXk8wGGTq1KleRxMR8ZWQ1wFERJLpiaU7kvr1rizS0nIiIk3ZxIkTWbx4McGje4mU7mBQUREFBQVexxIR8RWNmBARERER3+rfvz/hSITI3negqoxhw4Z5HUlExHdUTIiIiIiIb0WjUXr06EHo6D4A+vTp43EiERH/UTEhIiIiIr7WvVs3ANKiUdq2betxGhER/1ExISIiIiK+1rFjRwCys7IJBPT0WEQk2fSbV0RERER8LT8/HwAzj4OIiPiUigkRERER8bXc3FyvI4iI+JqKCRERERHxtfT0dABMQyZERDyhYkJEREREfO14MSEiIt5QMSEiIiIivhYMBgGNmBAR8YqKCRERERHxteOFhHPO4yQiIv4U8jqAiJeeWLrD6wgiIiLSRGjEhIiINzRiQkRERHzJzB4ys2Ize7fevjwze83M3k/8qeUafEQjJkREvKFiQkRERPzqEWDCCftuB153znUHXk9si09oxISIiDdUTIiIiIgvOecWACUn7L4IeDRx+1HgK0kNJSIi4kMqJkREREQ+1sY5txcg8Wfrkx1kZteb2XIzW37gwIGkBpTGo0s5RES8oWJCRERE5HNyzs10zvV3zvVv1aqV13GkgehSDhERb6iYEBEREfnYfjNrB5D4s9jjPCIiIilPxYSIiIjIx2YB0xO3pwN/8TCLiIiIL6iYEBEREV8ysyeBt4CzzWyXmV0L/AcwzszeB8YltkVERKQRhZL9Bc2sE/AY0BaIAzOdc/9tZnnA00BnYBtwuXPucLLziYiIiD8456ae4q4xSQ0iIiLic16MmIgBtznnegKDgBvN7By0briIiIiIeEircoiIeCPpxYRzbq9zbmXi9lFgA9ABrRsuIiIiIh7SqhwiIt7wdI4JM+sM9AWWcprrhouIiIiINAaNmBAR8UbS55g4zsyygGeBW5xzR063oTaz64HrAQoLCxsvoIhIA3hi6Y7P/Zgri/S7TUTECxoxISLiDU9GTJhZmLpS4nHn3J8Tu09r3XDn3EznXH/nXP9WrVolJ7CIiIiIiIiINIqkFxNWV0U/CGxwzv2q3l1aN1xEREREPKNLOUREvOHFpRxDgWnAWjNbndh3B3XrhD+TWEN8B3CZB9lERERExGeOFxK6lENExBtJLyacc4uAU/3W17rhIiIiIpJU1dXVgEZMiIh4xdNVOUREREREvFZRUQFoxISIiFdUTIiIiIiIr5WXlwMQj8c9TiIi4k8qJkRERETE1w4fPux1BBERX1MxISIiIiK+VlJSAkCtRkyIeE5zvfiTigkRERER8bXdu3cDUFZWphdFIh47PueL+IuKCRERERHxtZ07dwJQXVXFgQMHPE4j4m9Hjhz56LZKCv9QMSEiIiIivhWPx9mwcSO16bkAbNq0yeNEIv5WWlp60tuS2lRMiIiIiIhv7dixg/Jjx6hp3RMCQdauXet1JBFfqz8Z7fH5XyT1hbwOINJQnli6w+sIIiIi0swsW7YMgFiL9tRmtuLtt5fx7W97HErEx+pfTnXw4EEPk0gyacSEiIiIiPjWm2++icvIxUVbUJPTiW3btrJv3z6vY4n4VnFx8UlvS2pTMSEiIiIivnT48GHWrFlDdctOAMRyzgDgjTfe8DKWiK/t27eP/HRIC6GS0EdUTIiIiIiIL82bN494PE4svysALtqCeFYrXn31NY+TifjX3r17aJ1WQ+v0OHv37vU6jiSJigkRERER8aVXXn0Vl5lPPLEiB0B17pls2bKZbdu2eRdMxMf27tlDQXotBWkx9uze5XUcSRIVEyIiIiLiO7t27WLTxo1U5Z75if2x/DPBjDlz5niUTMS/qqqqKDlcSqtonFbRWvbv349zzutYkgQqJkRERETEd+bOnQskioh6XDidWIv2vPraHL0gEkmy45NdtorWUhCNU1FZxZEjRzxOJcmgYkJEREREfGfx4sXEs1rjIpl/c18s5wyK9+9jxw4tRS6STMeXCs2NxsmLxgEtGeoXKiZERERE6jGzCWa2ycw2m9ntXueRhnfkyBE2bdpETYsOJ70/1rIjAG+//XYyY4n43uHDhwFoGXG0CMc/sU9Sm4oJERERkQQzCwK/Ay4EzgGmmtk53qaShrZ161acc9RmtTrp/S4tC0vLZMuWLUlOJuJvH374IQDZ4TjZkbpLqUpLS72MJEmiYkJERETkYwOBzc65D5xz1cBTwEUeZ5IGtnPnTgDi0ZanPCYWaaFLOUSSrLKyEoC0oCMtWFdMVFVVeRlJkiTkdYCm5omlX+w/oCuLChs4iYiIiHigA7Cz3vYuoOjEg8zseuB6gMJCPQdobsrKygBwoegpj4mH0jhy9GiyIokIEIvFAAgZhMx9Yp+kNo2YEBEREfmYnWTf3yzN4Jyb6Zzr75zr36rVyS8HkKYrFEq8N+fipz7IxYmEI8kJJCIAn1gJxxK/jePxT/k5lZShYkJERETkY7uATvW2OwJ7PMoijSQ7OxuAQE3FKY8Jxio/Ok5EkiMarRvFVBU3qmrrmon09HQvI0mSqJgQERER+dgyoLuZdTGzCHAFMMvjTNLAunbtCkCg/NDJD3BxghWH6dataxJTicjxEqKy1qhMFBPHywpJbSomRERERBKcczHgJuAVYAPwjHNunbeppKF17tyZcDhCsKz4pPcHyktwtTWcffbZSU4m4m85OTkAHKk2jlTXvVTNzc31MpIkiYoJERERkXqccy86585yznV1zv3M6zzS8EKhEAMG9Cfy4U5wfzOFCKHSHZgZAwcO9CCdiH/l5+cD8GFVgA+r7BP7JLWpmBARERER3xk+fDhUlRE4dvCTdzhHpHQ7vb70pY/evRWR5Dg+mfChqgCHqoIAFBQUeBlJkkTFhIiIiIj4zrBhwwiFwoQPbfnE/kBFCVZ+mLFjxniUTMS/8vPzCQWDHKwMcqAiQE7LFppjwidUTIiIiIiI72RnZzN06BDSSrd+YtnQ8MEtBINBRo0a5WE6EX8KBoO0ad2KAxUBDlQGaNeuvdeRJElUTIiIiIiIL40dOxZXXUHwSGJFWOeIlG6lqKiIli1behtOxKfadejAgcoQB6sitGuvYsIvVEyIiIiIiC8NHDiQ9PQMwoc+ACBYth+qjjFGl3GIeKZt23YUVwY5VAFt27b1Oo4kiYoJEREREfGltLQ0hg0bSuTILnBxQod3EAyFGDx4sNfRRHyrbdu2lFVDrVMx4ScqJkRERETEt4qKinA1lQSOHSJ8dDd9evchIyPD61givnV8ZY4Tb0tqUzEhIiIiIr7Vr18/AMKHt2Hlh+nfv5/HiUT8rf7yoFoq1D9UTIiIiIiIb+Xm5tKqdRtCB98HoGfPnh4nEvG33Nzcj27n5eV5mESSScWEiIiIiPhan97nEohVEg5HOOuss7yOI+Jr9VfEadGihYdJJJlCXgcQEREREfHSbbfdxiWXXEJOTg6ZmZlexxHxtfplRDgc9jCJJJOKCRERERHxtfT0dF3CIdJEhMNhnnjiCYLBoNdRJIlUTIiINDFPLN3hdYTTcmVRodcRREREJAW1b9/e6wiSZJpjQkREREREREQ8o2JCRERERERERDyjYkJEREREREREPKNiQkREREREREQ8o2JCRERERERERDyjYkJEREREREREPNPkigkzm2Bmm8xss5nd7nUeEREREREREWk8Ia8D1GdmQeB3wDhgF7DMzGY559Z7m0xERE70xNIdXkf4TFcWFSb1633Rv5Nk5xQRERFpSpraiImBwGbn3AfOuWrgKeAijzOJiIiIiIiISCNpasVEB2Bnve1diX0iIiIiIiIikoKa1KUcgJ1kn/vEAWbXA9cnNsvMbFMDZygADn7eB13VwCE88IXOOwXovP3Dj+cMPj/v5vK7uQFz1v/3PqPhPq18mhUrVhw0s+1e55C/m19/X4o0Rfp5TB2n9XykqRUTu4BO9bY7AnvqH+CcmwnMbKwAZrbcOde/sT5/U6Xz9hc/nrcfzxl03l7nSDa/nrfXnHOtvM4gfz/9/Ig0Hfp59J+mdinHMqC7mXUxswhwBTDL40wiIiIiIiIi0kia1IgJ51zMzG4CXgGCwEPOuXUexxIRERERERGRRtKkigkA59yLwIseRmi0y0SaOJ23v/jxvP14zqDz9hu/nrdIQ9DPj0jToZ9HnzHn3GcfJSIiIiIiIiLSCJraHBMiIiIiIiIi4iMqJhLMbIKZbTKzzWZ2u9d5GpOZPWRmxWb2br19eWb2mpm9n/gz18uMDc3MOpnZPDPbYGbrzOzmxP5UP++omb1tZu8kzvvuxP4uZrY0cd5PJyabTTlmFjSzVWb2QmI75c/bzLaZ2VozW21myxP7Uvr7HMDMcszsT2a2MfFzPjiVz9vMzk78Gx//OGJmt6TyOYs0Jj89DxRpyk72OkX8QcUEdS9egN8BFwLnAFPN7BxvUzWqR4AJJ+y7HXjdOdcdeD2xnUpiwG3OuZ7AIODGxL9xqp93FTDaOdcHOA+YYGaDgF8Av06c92HgWg8zNqabgQ31tv1y3qOcc+fVW2Yr1b/PAf4beNk51wPoQ92/e8qet3NuU+Lf+DygH1AOPEcKn7NIY/Hh80CRpuwR/vZ1iviAiok6A4HNzrkPnHPVwFPARR5najTOuQVAyQm7LwIeTdx+FPhKUkM1MufcXufcysTto9S9aOlA6p+3c86VJTbDiQ8HjAb+lNifcucNYGYdgUnAA4ltwwfnfQop/X1uZi2AEcCDAM65audcKSl+3vWMAbY457bjn3MWaUi+eh4o0pSd4nWK+ICKiTodgJ31tncl9vlJG+fcXqh7EQ+09jhPozGzzkBfYCk+OO/E5QyrgWLgNWALUOqciyUOSdXv998A/wLEE9v5+OO8HfCqma0ws+sT+1L9+/xM4ADwcOLSnQfMLJPUP+/jrgCeTNz2yzmLNCQ9DxQR8ZiKiTp2kn1ariQFmVkW8Cxwi3PuiNd5ksE5V5sY7t2RuneFep7ssOSmalxmNhkods6tqL/7JIem1HknDHXOnU/dkOQbzWyE14GSIAScD9zrnOsLHMMnlzAk5kmZAvzR6ywizZhf/n8QEWmyVEzU2QV0qrfdEdjjURav7DezdgCJP4s9ztPgzCxMXSnxuHPuz4ndKX/exyWGts+nbo6NHDMLJe5Kxe/3ocAUM9tG3ZDc0dSNoEj188Y5tyfxZzF1cw4MJPW/z3cBu5xzSxPbf6KuqEj184a6Amqlc25/YtsP5yzS0PQ8UETEYyom6iwDuidm7I9QNyx2lseZkm0WMD1xezrwFw+zNLjE/AIPAhucc7+qd1eqn3crM8tJ3E4HxlI3v8Y84NLEYSl33s65HzjnOjrnOlP38zzXOXcVKX7eZpZpZtnHbwPjgXdJ8e9z59w+YKeZnZ3YNQZYT4qfd8JUPr6MA/xxziINTc8DRUQ8Zs5ppBqAmU2k7h3VIPCQc+5nHkdqNGb2JDASKAD2Az8CngeeAQqBHcBlzrmUmXjGzIYBC4G1fDznwB3UzTORyufdm7oJ8ILUFZHPOOd+bGZnUjeSIA9YBVztnKvyLmnjMbORwPecc5NT/bwT5/dcYjMEPOGc+5mZ5ZPC3+cAZnYedROdRoAPgGtIfM+ToudtZhnUXRd/pnPuw8S+lP+3FmkMfnoeKNKUnex1inPuQU9DSVKomBARERERERERz+hSDhERERERERHxjIoJEREREREREfGMigkRERERERER8YyKCRERERERERHxjIoJEREREREREfGMigkROS1mVmtmq83sHTNbaWZDEvs7m5kzs5/UO7bAzGrM7H8S23eZ2fe8yi4iIiLNg5nlJ55vrDazfWa2u952pJG+5vlmNqExPreInB4VEyJyuiqcc+c55/oAPwB+Xu++D4DJ9bYvA9YlM5yIiIg0f865Q4nnG+cB9wG/Pr7tnKv+rMebWfALfNnzARUTIh5SMSEiX0QL4HC97Qpgg5n1T2z/I/BM0lOJiIhIyjKzv5rZCjNbZ2bXJfaFzKzUzH5qZm8DA81sipltMrOFZnaPmT2fODbLzB4xs7fNbJWZfdnM0oEfAlclRmVc6uEpivhWyOsAItJspJvZaiAKtANGn3D/U8AVZrYPqAX2AO2TG1FERERS2HTnXImZZQDLzexZ4CjQEljpnPu3xH3vAUOBHXzyjZIfAi8752aYWS6wFOgN/Bj4knPulmSejIh8TCMmROR0Hb+Uowd1wx0fMzOrd//LwDhgKvC0FwFFREQkpX3XzN4B3gI6Al0T+6uB5xK3zwE2Oee2O+cc8GS9x48H/jXxRss86t5sKUxKchH5VBoxISKfm3PuLTMrAFrV21dtZiuA24BewJe9yiciIiKpxczGAiOAQc65CjNbRF2xAHVvnrjjh37apwG+4pzbcsLnHtHggUXkc9GICRH53MysBxAEDp1w1/8Dvu+cO3G/iIiIyN+jJVCSKCV6AQNOcdw64Gwz65QY2fmP9e57BfjO8Q0z65u4eRTIboTMInKaVEyIyOlKP75cF3WXakx3ztXWP8A5t84596g38URERCSFzQYyEpdy/JC6+SH+hnOuHLgJmAMspG7Oqw8Td9+d+BxrzWwdcFdi/1ygT2JCTE1+KeIB+3jUk4iIiIiISPNmZlnOubLEiIn/BdY65+7xOpeInJpGTIiIiIiISCq5ITHCcz2QDtzvcR4R+QwaMSEiIiIiIiIintGICRERERERERHxjIoJEREREREREfGMigkRERERERER8YyKCRERERERERHxjIoJEREREREREfGMigkRERERERER8YyKCRERERERERHxjIoJEREREREREfGMigkRERERERER8YyKCRERERERERHxjIoJEREREREREfGMigkRERERERER8YyKCRERERERERHxjIoJEREREREREfGMigkRERERERER8YyKCRERERERERHxjIoJEREREREREfGMigkRERERERER8YyKCRERERERERHxjIoJEREREREREfGMigkRERERERER8YyKCRERERERERHxjIoJEREREREREfFMyOsAf4+CggLXuXNnr2OIiIg0OStWrDjonGvldQ4/0PMRERGRkzvd5yPNupjo3Lkzy5cv9zqGiIhIk2Nm273O4Bd6PiIiInJyp/t8RJdyiIiIiIiIiIhnVEyIiIiIiIiIiGdUTIiIiIiIiIiIZ1RMiIiIiIiIiIhnVEyIiIiIiIiIiGdUTIiIiIiIiIiIZ1RMiIiIiIiIiIhnVEyIiIiIiIiIiGdUTIiIiIiIiIiIZ1RMiIiIiIiIiIhnVEyIiIiIiIhIk7F48WJWrlzpdQxJopDXAfzuiaU7PvdjriwqbIQkIiIiIiIi3rvjjjsAmD9/vrdBJGk0YkJEREREREREPKNiQkREREREREQ8o2JCRERERERERDyjYkJEREREREREPKNiQkRERERERJoE55zXEcQDKiZERERERESkSaitrfU6gnig0YoJM3vIzIrN7N2T3Pc9M3NmVpDYNjP7rZltNrM1ZnZ+Y+USERERERGRpqmqqsrrCOKBxhwx8Qgw4cSdZtYJGAfsqLf7QqB74uN64N5GzCUiIiIiIiJNUP1iIhaLeZhEkqnRignn3AKg5CR3/Rr4F6D+xUMXAY+5OkuAHDNr11jZREREREREpOmpX0xo9IR/JHWOCTObAux2zr1zwl0dgJ31tncl9omIiIiIiIhPVFRUfHS7srLSwySSTEkrJswsA/hX4Icnu/sk+046HauZXW9my81s+YEDBxoyooiIiKQwM+tkZvPMbIOZrTOzm09yzEgz+9DMVic+Tva8RUREGkn9YqL+bUltoSR+ra5AF+AdMwPoCKw0s4HUjZDoVO/YjsCek30S59xMYCZA//79tZaMiIiInK4YcJtzbqWZZQMrzOw159z6E45b6Jyb7EE+ERHfqz9KQsWEfyRtxIRzbq1zrrVzrrNzrjN1ZcT5zrl9wCzga4nVOQYBHzrn9iYrm4iIiKQ+59xe59zKxO2jwAZ06agkxONxryOICFBeXv7RbRUT/tGYy4U+CbwFnG1mu8zs2k85/EXgA2AzcD/w7cbKJSIiImJmnYG+wNKT3D3YzN4xs5fMrNcpHq9LS1PIsWPHmDhxIrNmzfI6iojv6VIOf2q0Szmcc1M/4/7O9W474MbGyiIiIiJynJllAc8Ctzjnjpxw90rgDOdcmZlNBJ6nbjnzT9ClpamltLSUyspKHn/8caZMmeJ1HBFfUzHhT0ldlUNERETES2YWpq6UeNw59+cT73fOHXHOlSVuvwiEzawgyTElyWprawGoe69MRLykYsKfVEyIiIiIL1jd7NsPAhucc786xTFtE8fx/9m77zi56nr/46/PzGxNL5uekISEklBCiIAi0pTixYLX372Kinr1IgpSFSSoFBGDikhXaiJN6k1CaEEgQYpAAgmkJ5CQbLIkm7Z9p35+f8wsLmFJ3Z2zM/N+Ph7jzDlzzpk37iaZ+czn+/1mJugOAZuyl1KCkEgkgo4gIhmt55ho/VjyWzZX5RAREREJ0pHAd4B3zGxeZt9EYBiAu/8F+DrwYzNLAE3AN1xfo+e9WCwGQKYmJSIBampqIhKCREqFiUKiwoSIiIgUBHd/CdjuJ093vwm4KTuJpLOIx+NBRxCRjKamJroWG3VR/8jSoZLfVJgQERERkYKmwoRI59HU1ERJ2IlFTHNMFBDNMSEiIiIiBS0ajQYdQUQympubKQ6lKAmjjokCosKEiIiIiBS0ljkmRCR40WiU4lCK4rCraFhAVJgQERERkYKmDz8inUc02kyxOcWhlDomCogKEyIiIiJS0Fo6JrQAi0jwYtEoxWGnyFzdTAVEhQkRERERKWgfTn6p5UJFAheLRomEnKJQSt1MBUSFCREREREpaC2FCU+pY0IkaPFEnCKDiDnJRCLoOJIlKkyIiIiISEFLJpMAqCwhErxEPEE45ERCEI9rKEehUGFCRERERArah4UJzTEhErhEIkHYIGzpx1IYVJgQERERkYKWSqUATTEh0hkkU8lMYcJJpZJBx5EsUWFCREREREREOoVkMkXI0oXClm4myX8qTIiIiIhIQbNMq4RGcogEz1MpzJwQkNKEtAVDhQkRERERKWjhcBj4d4FCRILjgJH5H1ULC4YKEyIiIiJS0FoKE1qXQ6RzMFrqEvozWShUmBARERGRglZUVASoY0Kks/DMTX8mC4cKEyIiIiJS0FoKE2qYEAmekfmjmK5MBBtGskaFCREREREpaMXFxQCEQvoQJBI0C4XADUd/JguJChMiIiIiUtBaChMiEryQGSlaGib0cbVQ6CctIiIiIgWtpKQE0ER7Ip1BKBQi5ZBydUwUEhUmRERERKSgtXRMaKI9keD9uzBhhMORoONIlqgwISIiIiIFTUM5RDqPcDhM0iHp6SKFFAb9pEVERESkoH24KoeIBC4cDpNyI+UQjqhjolCoMCEiIiIiBa2lMKE5JkSCF4lESDokUqaiYQFRYUJEREREClrLhx/NMSESvHAkQjJlJB0iERUmCkWHFSbM7C4z22BmC1rt+4OZLTGzt83s/8ysZ6vnLjGzFWa21MxO7KhcIiIiIiKthcPhoCOISEZRUREJhyRGREM5CkZHdkxMBk7aZt+zwAHufhCwDLgEwMzGAN8AxmbOucXM9C+EiIiIiHQ4FSZEOo+iomKSKUh6SIWJAtJhhQl3fxHYvM2+me6eyGz+CxiSefwV4O/uHnX3lcAK4LCOyiYiIiIi0kJDOEQ6j0hREXE3Eil1TBSSIOeY+B/gqczjwcCaVs9VZvZ9jJmdYWZzzGxOdXV1B0cUERERkUKhyS9Fgpee/NJIuCa/LCSBFCbM7FIgAdzXsquNw9r8l8Hdb3P3Ce4+oaKioqMiioiIiEiBUEFCpPNIzzERIuGoY6KAZP0nbWbfBU4Bjvd//ytQCQxtddgQYF22s4mIiIhI4dFQDpHO48OOCS0XWlCy2jFhZicBFwNfdvfGVk9NB75hZiVmNgIYDbyezWwiIiIiUthUoBAJXlFREYnMcqEqTBSODuuYMLMHgGOAvmZWCVxGehWOEuDZzF/8/3L3M919oZk9BCwiPcTjLHdPdlQ2ERERERER6XwikQgJh0RKK+YUkg4rTLj7N9vYfed2jv8t8NuOyiMiIiIisj2aa0IkeEVFRSQdEilXx0QBCXJVDhERERGRTkNDOUSCFw6H00M5Upr8spCoMCEiIiIiBU2dEiKdRzgcJumQcg3lKCQqTIiIiEhBMLOhZvaCmS02s4Vmdm4bx5iZ3WBmK8zsbTMbH0RWEZFCFYlESCT9w8dSGPSTFhERkUKRAC509zfNrBsw18yedfdFrY45mfTqYKOBw4FbM/ciIpIF4XCYWCr9OBTS9+iFQj9pERERKQjuXuXub2Ye1wGLgcHbHPYV4G+e9i+gp5kNzHJUEZGCFQqFaBldpaEchUOFCRERESk4ZjYcOAR4bZunBgNrWm1X8vHiheQZTXop0nm07pJQx0Th0FAOERERyTlmdiRwObAX6fczBri7j9yJc7sCjwLnuXvttk+3ccrHZkY0szOAMwCGDRu2S9ml89IkmCLBU2GiMKkwISIiIrnoTuB8YC6Q3NmTzKyIdFHiPnd/rI1DKoGhrbaHAOu2PcjdbwNuA5gwYYI+zea4loKEOidEgqfCRGHST1pERERyUY27P+XuG9x9U8tteydY+lPnncBid//TJxw2HTg9szrHEZnXqWrn7CIiItKKOiZEREQkF71gZn8AHgOiLTtbJrf8BEcC3wHeMbN5mX0TgWGZc/8CPAl8EVgBNALfb//oIiLySVp3SaiLqXCoMCEiIiK5qGUJzwmt9jlw3Ced4O4v0fYcEq2PceCsPU4nOSWZ3OnRQCLSwVoXI1SYKBwqTIiIiEjOcfdjg84g+SMejwOa/FKkM2hdjNB0iTJtAAAgAElEQVQcE4VDP2kRERHJOWbWw8z+ZGZzMrdrzaxH0LkkN0Wj6dFA+nZWJHgaylGYVJgQERGRXHQXUAf8V+ZWC9wdaCLJWbFYDFDHhEhno8JE4dBQDhEREclFe7v7f7bavqLVhJYiu6ShoQHQhyCRziAcDrf5WPKbOiZEREQkFzWZ2WdbNszsSKApwDySwxobGwF1TIh0Bq2HcmiOicKhjol2cv9rq4OOICIiUkh+DEzJzCthwGbge4EmkpxVW1sLqDAh0hm07pJQYaJwqDAhIiIiOcfd5wEHm1n3zHZtwJEkh9XU1ACQTKkwIRK0SCTS5mPJb/pJi4iISM4ws2+7+71mdsE2+wFw9z8FEkxy2tatWwGoq6vF3TXXhEiANMdEYVJhQkRERHJJl8x9tzae09fdsls2btwIQDwWo6Ghga5duwacSKRwte6SKCoqCjCJZJMKEyIiIpIz3P2vmYf/cPeXWz+XmQBTZJdVZwoTAJs2bVJhQiRArYsRKkwUDs0mIiIiIrnoxp3cJ7JD69dvIFXSHYANGzYEnEaksLUuRmiOicKhn7SIiIjkDDP7NPAZoGKbeSa6AxqMLLssHo9Ts3ULyT6jCEVrWb9+fdCRRApa68JEcXFxgEkkm9QxISIiIrmkGOhK+suVbq1utcDXA8wlOaq6uhp3J9mlAszUMSESsNbFCA3lKBzqmBAREZGc4e6zgdlmNtnd3w86j+S+lg6JVGl3rLiLOiZEAta6MKGOicKhjgkRERHJRXeYWc+WDTPrZWbPBBlIclN1dTUAqeIuJIrKWb9eHRMiQdJQjsKkwoSIiIjkor7uvrVlw923AP0CzCM5qqUw4UXlpIrK2VCtwoRIkDSUozB1WGHCzO4ysw1mtqDVvt5m9qyZLc/c98rsNzO7wcxWmNnbZja+o3KJiIhIXkiZ2bCWDTPbC/AA80iO2rhxIxYphnARXtyFTRs3BR1JpKBpKEdh6siOicnASdvs+wXwnLuPBp7LbAOcDIzO3M4Abu3AXCIiIpL7LgVeMrN7zOwe4EXgkoAzSQ6qqamBojIAPFJKNNpMNBoNOJVI4WrdJaGOicLRYYUJd38R2LzN7q8AUzKPpwBfbbX/b572L6CnmQ3sqGwiIiKS29z9aWA88CDwEHCou2uOCdlltbW1JMPpb2U9UgJkihUiEohI5N/rM6gwUTiyPcdEf3evAsjct4wFHQysaXVcZWafiIiIyCcpIf0lSA0wxsw+F3AeyUENDQ2kQukPPx5O3zc1NQUZSaSghcPhNh9Lfussy4VaG/vaHCdqZmeQHu7BsGHD2jpERERE8pyZXQP8N7AQSGV2O+khHSI7rTkaxUOZt8SZ+1gsFmAikcLWuhhh1tbHRMlH2S5MrDezge5elRmq0TLtcSUwtNVxQ4B1bV3A3W8DbgOYMGGCJrkSEREpTF8F9nV3TQYgeyQej4OlPwi5hf69T0QCEQpp4chClO2f+nTgu5nH3wWmtdp/emZ1jiOAmpYhHyIiIiJteA/Q4GPZY219I6tvaUWCoz9/hanDOibM7AHgGKCvmVUClwGTgIfM7AfAauD/ZQ5/EvgisAJoBL7fUblEREQkLzQC88zsOeDDrgl3Pye4SJKLzEL8ewSxZ/bpg5FIUNzVFF+IOqww4e7f/ISnjm/jWAfO6qgsIiIiknemZ24ie6SkpBhLNQJgqSQAxcXFQUYSKWipVGrHB0ne6SyTX4qIiIjsNHefsuOjRHastKQUUrXpjVQCgJKSkgATiRS2ZDL54eNUKqU5JwqEChMiIiKSc8xsJW2s4OXuIwOIIzmsrKyUUKYgYZn70tLSICOJFLRo9N9zGsdiMf15LBAqTIiIiEgumtDqcSnpeat6B5RFclh5eTkhzxQmkvEP94lIMJqbmz/yWIWJwqC+GBEREck57r6p1W2tu/8ZOC7oXJJ7ysrKPixIkIxjZvogJBKghoaGNh9LflPHhIiIiOQcMxvfajNEuoOiW0BxJIeVlZV9OLeEpRIUl5RoVQ6RANXV1bX5WPKbChMiIiKSi65t9TgBrAT+K6AsksNKS0vxRKZjIpXQxJciAaupqWnzseQ3FSZEREQkZ5jZue5+PfArd38p6DyS+4qKisBT4I55iqIiLRUqEqTq6uo2H0t+0xwTIiIikku+n7m/IdAUkjfC4XD6gTukkkQi+t5OJEjV1dWURsBQYaKQ6G9eERERySWLzWwVUGFmb7fab4C7+0HBxJJcte18EppfQiRYa9eupX9ZivpEiLVr1wYdR7JEhQkRERHJGe7+TTMbADwDfDnoPJL7UqlU+oEBZqRSyUDziBS691etZGR5nPq48f6qVUHHkSxRYUJERERyirt/ABy8vWPM7FF3/88sRZIclkgkMo8MLEQiocKESFAaGxvZUL2Rz45I0pAwZq1ZTTKZ/PeQK8lbmmNCRERE8tHIbXeY2V1mtsHMFrR1gpkdY2Y1ZjYvc/t1x8eUoEWjUSxcBGZ4KEwsFg06kkjBWrp0KQAjuicY3jVBNBrj/fffDziVZIMKEyIiIpKPvI19k4GTdnDeP919XOZ2ZfvHks4mFotBKPNtbChCtLk52EAiBWzJkiUAjOyWYGSPxEf2SX5TYUJEREQKgru/CGwOOod0Lo2NjRAuAsBDRcTj8VbDO0Qkm+bPn8+ALk63Yqd/WYquxel9kv9UmBAREZF8tLtLK3zazOab2VNmNrZdE0mn1NDQgLcUJjL3TU1NQUYSKUiJRIJ5b73F2J7p4VQhgzE9o8x543Xc22qCk3yiwoSIiIjkJDMrM7N9P+Hpi3fjkm8Ce7n7wcCNwNTtvPYZZjbHzOZUV1fvxktJZ9HU1ETS0gUJVJgQCczChQtpjkYZ2zv+4b6xveJs2ryFlStXBphMskGFCREREck5ZvYlYB7wdGZ7nJlNb3ne3Wfu6jXdvdbd6zOPnwSKzKzvJxx7m7tPcPcJFRUVu/XfIJ1DY2MTHkovVOchFSZEgvLSSy8RCcHYXrEP9x3cN12kePnll4OKJVmiwoSIiIjkosuBw4CtAO4+Dxi+Jxc0swFmZpnHh5F+n7Rpj1JKp9fU3NyqMJG+b9YEmCJZ5e68OHsWY3vFKIv8e3/vkhR790jyzxdnBxdOskKFCREREclFCXev2ZUTzOwB4FVgXzOrNLMfmNmZZnZm5pCvAwvMbD5wA/AN18DmvBePxyCUeUucuY/H49s5Q0Ta25IlS1i/oZoJFbGPPTehbzPLlq9g7dq1ASSTbIns+BARERGRTmeBmZ0GhM1sNHAO8Mr2TnD3b+7g+ZuAm9ovouSCeDwBVpresHBmnwoTItk0c+ZMikLwqX4fL0x8un+Mh97twrPPPsv3vve97IeTrFDHhIiIiOSinwJjgShwP1ADnBdoIhER2WXxeJznn/sHh/SNUh75eJNa79IU+/dKMPOZp7U6Rx5TYUJERERyjrs3uvulwDHu/il3/6W7a2IA2WWZaUUyvI19ItKRXnnlFWpq6/jsgOgnHnPUgCbWVX3A/Pnzs5hMskmFCREREck5ZvYZM1sELM5sH2xmtwQcS3JQOBIGT6U3MveRiEY7i2TLE0/MoHcpHNTnk4dQTegXo7wInnjiiSwmk2xSYUJERERy0XXAiWRWzXD3+cDnAk0kOam4qAhSmcJE5r6oqCjARCKF44MPPuCNN97gqAGNhDKNSvcuK+feZeUfOa4kDJ/u18ysWS9QW1sbQFLpaCpMiIiISE5y9zXb7EoGEkRyWklJCebpX52WexUmRLJjxowZABw96N/DOFbXR1hd//GupWMHNROPJ3jmmWeylk+yR4UJERERyUVrzOwzgJtZsZn9jMywDpFdUVJcDKlEeiNzX1JSEmAikcKQSCR48okZjOsTo29paofHD+uWZFSPJNOnTdUkmHlIhQkRERHJRWcCZwGDgUpgXGZbZJeUlpYSaumYSKXvi4uLg4wkUhBefvllNm/ZyjGDdn7e4mMHNbGmcq0mwcxDgRQmzOx8M1toZgvM7AEzKzWzEWb2mpktN7MHzUz/IoiIiMjHmFkY+I67f8vd+7t7P3f/trtvCjqb5J5wOIy1fPvqmmNCJFsef3w6fcrg4O1Mermtw/tFKS+Cxx9/vAOTSRCyXpgws8HAOcAEdz8ACAPfAK4BrnP30cAW4AfZziYiIiKdn7snga8EnUPyQzgcpmWZUDIFivQ+EekoVVVVzJkzl8+1mvRyZxSH4cj+Tbw4e5YmwcwzQa2FFAHKzCwOlANVwHHAaZnnpwCXA7cGkq6Tu/+11bt13mmHD2vnJCIiIoF52cxuAh4EGlp2uvubwUWS3OXb3ItIR5o5cyYGHDUwusNjt/W5gVGerSzjueee49RTT23/cBKIrBcm3H2tmf0RWA00ATOBucBWd8/MPEQl6TGjIiIiIm35TOb+ylb7nPQXHSI7LZlM4i1NxJa+TyQS2zlDRPaEu/P0U0+yf6/4Tk16ua29uiUZ1i3FU08+ocJEHsl6YcLMepFuvxwBbAUeBk5u49A2S9ZmdgZwBsCwYeoAEBERKUTufmzQGSQ/xGIxPFOQIBT+cJ+IdIzFixdT9cF6vrT/zk96ua0j+zfxwPIVVFZWMmTIkHZMJ0EJYvLLzwMr3b3a3ePAY6S/9ehpZi2FkiHAurZOdvfb3H2Cu0+oqKjITmIRERHpVMzsgjZuPzCzcUFnk9xSU1uHh9Nzrrfc19fXBxlJJK/NmjWLSAjGV+z8pJfbOqxf7MNrSX4IojCxGjjCzMrNzIDjgUXAC8DXM8d8F5gWQDYRERHJDRNILxk6OHM7AzgGuN3MLgowl+SY2tpaPFwCgEdKPtwnIu3P3Zn1wvMc2DtGeWT353TpU5piVI8ks2a90I7pJEhZL0y4+2vAI8CbwDuZDLcBFwMXmNkKoA9wZ7aziYiISM7oA4x39wvd/ULShYoK4HPA94IMJrkjlUqxefMmUsXlAHhR+n7jxo1BxhLJW6tWrWJD9UbG9dnz4VKH9GlmxYp32bRJK0XngyA6JnD3y9x9P3c/wN2/4+5Rd3/P3Q9z91Hu/v/cfdenaBUREZFCMQxo/c42Duzl7k2A3kPITtmyZQvJRAIv7gJAKnO/fv36IGOJ5K3XXnsNgIP67P4wjhYt13j99df3+FoSvEAKEyIiIiJ76H7gX2Z2mZldBrwMPGBmXUgPERXZobVr1wKQKumW3hEuworLWLeuzanORGQPzZs3j4FdnD67sRrHtoZ1TdK9JH1NyX1ZX5VDREREZE+5+2/M7Engs4ABZ7r7nMzT3woumeSS1atXA5Aq6/nhvkRJD1a9/35QkUTylruzcME7jO/ePk1tZjC6W4wF77zdLteTYKkwISIiIjnDzLq7e62Z9QZWZm4tz/V2983BpZNcs3LlSiwcwYu7frgvWdqTlStX4u6k52kXkfZQWVlJXX0Do4Yk2u2ao3rEmftuFTU1NfTo0aPdrivZp6EcIiIikkvuz9zPBea0urVsi+y0FSveJVnWK/3Va0aqvDdNjY188MEHASYTyT/vvfceAMO6tl9hYljXJJAuMkpuU2FCREREcoa7n5K5H+HuI1vdRrj7yKDzSe5wd5avWE6irPdH9ifL09srVqwIIpZI3lq1ahUGDOqSbLdrDlZhIm9oKIeIiIjkDDMbv73n3f3NbGWR3FZVVUVjQwOpvn0+sj9V3hvMWLZsGUcddVRA6UTyz5o1a+hTBiXh9rtmr+IUZRFjzZo17XdRCYQKEyIiIpJLrs3clwITgPmkJ788CHiN9GSYIju0dOlSAJJd+n70iVAEL+vFkiVLAkglkr8++KCKipI9Xya0NTPoU5rUEr95QEM5REREJGe4+7HufizwPjDe3Se4+6HAIYB672WnLV26FEJhUmW9PvZcorwPS5Ysxd0DSCaSn9ZXVdGntP2GcbToW5Kgat3adr+uZJcKEyIiIpKL9nP3d1o23H0BMC7APJJjli5dmi5KhD7eV57s0pe6ulo2bNgQQDKR/JNMJtm0ZSu9S1Ltfu1eJSk2bdzY7teV7NJQjgJy/2urd+u80w4f1s5JRERE9thiM7sDuBdw4NvA4mAjSa5wd5YsXUqiy9A2n0+Wp+edWLp0Kf37989mNJG8tHXrVlKpFD07oDDRsyRFzbp64vE4RUVF7X59yQ51TIiIiEgu+j6wEDgXOA9YlNknskPr1q2jqbGR1LbzS2S0TIC5fPnyLCcTyU+bN28GoEdx+w+P6lmc+shrSG5Sx4SIiIjkHHdvNrO/AE+6+9Kg80huaSk4tHRGfExmAsylS5dlMZVI/qqurgbosKEcABs3blSHUw5Tx4SIiIjkHDP7MjAPeDqzPc7MpgebSnLFsmXLwEJtTnzZIlHWm6XLVJgQaQ+bNm0C6JChHK0LE5K7VJgQERGRXHQZcBiwFcDd5wHDgwwkuWP58uV4edsTX7ZIdulDzdYt+rAj0g6qqqoIh/497KI99S1NffgakrtUmBAREZFclHD3mqBDSO5xdxYvWUK8rPd2j0uVp+efWKauCZE9VllZSb8yJ9wBnz67FDldi421a7VkaC5TYUJERERy0QIzOw0Im9loM7sReCXoUNL5VVVVUV9XR6pLxXaPS5b3ATMWL9ZiLyJ76v1VK+lfGu+w6w8si/P+qlUddn3peCpMiIiISC76KTAWiAIPALWkV+cQ2a6FCxcCkOy6/cIE4Qhe3psFmeNFZPc0NDSwek0lI7snOuw1RnSLs3TZUhKJjnsN6VgqTIiIiEjOcfdGd78UOB441t0vdffmoHNJ5zdv3jysqGS7E1+2iHfpz4IFC4jFYllIJpKflixZgrt3aGFiZPcE0WiMVeqayFkqTIiIiEjOMbNPmdk7wNvAO2Y238wODTqXdG7uzpy5c4l16Q+247fBye4DicdiGs4hsgdef/11wiEY3aPjChP79Ux8+FqSm1SYEBERkVx0J/ATdx/u7sOBs4C7g40knd2qVatY/8EHJHsM2anjE90GQijEyy+/3MHJRPKTu/PSP19kbK84ZRHvsNfpXZpiRPckL/3zxQ57DelYKkyIiIhILqpz93+2bLj7S0Dd9k4ws7vMbIOZLfiE583MbjCzFWb2tpmNb+fMErB//jP9K5PoOWznTogUk+g2iNkvvoh7x32oEslXy5cvZ+26Ksb3jXb4ax3aN8qixUu0bGiOUmFCREREctHrZvZXMzvGzI42s1uAWWY2fjsFhcnASdu55snA6MztDODWdk0sgXJ3npk5k1S3/nhx+UeeK1n9L0pW/6vN8+K9hrP+gw9YtGhRNmKK5JXHHnuMkohxeL+On6flswOihAymTp3a4a8l7U+FCREREclF44B9gMuAy4H9gc8A1wJ/bOsEd38R2Lyda34F+Jun/QvoaWYD2zO0BOedd95hbWUl0b77fOy5UONmQo1t/2okeo/AwkXMmDGjoyOK5JWtW7fy3HP/4Mj+TXQp6viOo96lKSZURHlixuM0NTV1+OtJ+1JhQkRERHKOux+7ndtxZvbd3bjsYGBNq+3KzD7JA1OnTsUixSR6Dd+1E8NFRHuN4LnnnqempqZDsonko3vuuYdEIsGJQ7JXJDhpaDP1DY08/PDDWXtNaR+RoAN0Nve/tjroCCIiIrLnzgWm7OI51sa+Nr/mM7MzSA/3YNiwnZyvQAJTVVXFrFmziFaMgXDRLp8f7z+G2MZlTJs2jdNPP70DEorkl3Xr1jFt6lSOHtjMwC6prL3uqB4JDq2I8cD99/GlL32JXr12vCywdA7qmBAREZF81FaRYUcqgaGttocA69o60N1vc/cJ7j6hoqJid/JJFj344IOkHGIDxu7W+any3iR6DOHhRx5Vi7jIDrg7N998EyGSnDqiMeuv/18jG4hGo9x+++1Zf23ZfSpMiIiISD7anQHN04HTM6tzHAHUuLumd89xGzZs4PEZM4j1GYUXd9nt68QGHkxdbQ3Tpk1rx3Qi+eeFF17g5Zdf4dThDfQqyf5qNgO7pDh5aBNPPvkkc+bMyfrry+4JpDBhZj3N7BEzW2Jmi83s02bW28yeNbPlmXv13YiIiMju+ljHhJk9ALwK7GtmlWb2AzM708zOzBzyJPAesAK4HfhJ1tJKh7nnnntIplLEBo3bo+sku/Un2WMw9953H42N2f8WWCQXbNmyhev/fB0juyc5aWhzYDlOHdHIgC7OH35/jf685oigOiauB5529/2Ag4HFwC+A59x9NPBcZltERERkd7y87Q53/6a7D3T3Incf4u53uvtf3P0vmefd3c9y973d/UB311dtOa6yspInnniSWN998JKue3y95kHjqa+r48EHH2yHdCL5JZVK8dvfXkVjfR0/3K+OcIC9+cVh+N/9atlQXc0f//gH3LPfuSG7Juu/LmbWHfgccCeAu8fcfSvpJbpaJqmaAnw129lEREQkN5jZuWbWPTPs4k4ze9PMTmh53t3PDjKfdA633347biFigw5pl+ululYQ7zWcv//9QTZt2tQu1xTJF/feey9z5szl26PrGdI1GXQcRvdI8PURDTz//AtMnz496DiyA0HUsUYC1cDdZvaWmd1hZl2A/i3jODP3/QLIJiIiIrnhf9y9FjgBqAC+D0wKNpJ0JosWLWL27Nk09x+LF5W123WjQyYQjcWYPHlyu11TJNe98cYbTL77bj7dP8oxg6JBx/nQf+zVzEF94tx04w0sXLgw6DiyHUEUJiLAeOBWdz8EaGAXhm2Y2RlmNsfM5lRXV3dURhEREencWuaQ+CJwt7vPZ/dW4pA85O7ceNNNUFxObMCB7Xvt0u7EKvZjxowZvPfee+16bZFc9P7773P5Zb9mcNck39+3HutEfxOHDH40po5exQl+eelE1q9fH3Qk+QRBFCYqgUp3fy2z/QjpQsV6MxsIkLnf0NbJWp5LREREgLlmNpN0YeIZM+sGpALOJJ3E888/z+JFi2gaNB7CRe1+/ejgcRAu5qabb9bYdSloNTU1TLzkF4STTZx/QA2lkaATfVy3Iuf8A2tobkhn1WSYnVPWCxPu/gGwxsz2zew6HlhEeomu72b2fRfQWkwiIiLySX5AuuPyU+7eCBSTHs4hBa6xsZFbbrkV79KHRN9RHfMikVKaBo7jzblzefnlj82zKlIQotEol068hPUfVHHuATX0Leu8teHBXZL8ZEwt761cyRWXX04ikQg6kmwjqLlSfwrcZ2ZvA+OAq0mPC/2CmS0HvoDGiYqIiMgnc2AMcE5muwtQGlwc6Szuu+8+Nm3aSNPQI8A67q1uvN/+eHkvbrjhRqLRzjOmXiQbkskkV/3mNyxcuIgzx9Qxukfn/6B/cJ8439unntdef51rr71W3U6dTCCFCXeflxmOcZC7f9Xdt7j7Jnc/3t1HZ+43B5FNREREcsItwKeBb2a264Cbg4sjncF7773H3//+d+J9RpHs1r9jXywUomnoEWzYsJ4pU6bs+HiRPOHu3HDDDfzzpZf41ugGDusXCzrSTjt2cJSvDG/kqaee4q677go6jrQS4OqyIiIiIrvtcHc/C2gGcPctpIdzSIFKJpNMuuYaUqEiokMPy85rdh9IrO9o/v73v7N8+fKsvKZI0CZPnsy0adP4j2FNnDC0Oeg4u+xrI5o4emAz99xzD4888kjQcSRDhQkRERHJRXEzC5Me0oGZVaDJLwvaAw88wLKlS2kcegRelL1RPdGhh5GKlPLb316tIR2S9x599FGmTJnC0QOb+a+9c3MSSTP43r4NHFoR46abbmLmzJlBRxJUmBAREZHcdAPwf0A/M/st8BLwu2AjSVDefvtt7rrrLuK9R5DoPSK7Lx4poXH4Z1m1aiU336zRRJK/Zs6cyY033sihFTG+t29Dp1oWdFeFQ/DjMXXs3yvBpEmTeOWVV4KOVPBUmBAREZGc4+73AReRLkZUAV9194eCTSVB2Lx5M1dccSWp4q40Dz+SID4tJXsMITrgQKZPn84//vGPrL++SEd75ZVXmDRpEmN6JfjxmDrCefApsjgM5x1Yw15d41x+2WXMmzcv6EgFLQ9+pURERKTQmNk97r7E3W9295vcfbGZ3RN0Lsmu5uZmLrlkIpu3bqVh5DEQDm6akdjgQ0l1G8CkSdfw9ttvB5ZDpL3Nnz+fyy77NcO7xjn3wBqKw0Enaj9lEfjZQTX0LY4x8ZJfsGzZsqAjFSwVJkRERCQXjW29kZlv4tCAskgAkskkV111FUuXLqFxxNGkuvQNNlAoRMOo40gUlXPJxEtZs2ZNsHlE2sGKFSu45BcXU1Ec58KDayiLBJ2o/XUrdi46eCtlNHPRz39GZWVl0JEKkgoTIiIikjPM7BIzqwMOMrNaM6vLbG8ApgUcT7IkmUwyadIkXnrpJZqHHk6i115BR0qLlFI/6gs0xhKcd975rF27NuhEIrtt3bp1/PxnF1Lqzfz84K10K/KgI3WY3qUpLjpoC8mmWn5+4QVs2rQp6EgFR4UJERERyRnu/jt37wb8wd27u3u3zK2Pu18SdD7peC1FiWeffZbo4PHEB4zd8UlZ5KXdqR99Iptr6znn3PNYt25d0JFEdtnWrVv5+c8uJN5Yw88P3kqf0vxf9GhglxQXHrSVzZuqufjii2hszM1VR3JVHjbjSHu7/7XVu3XeaYcPa+ckIiIiH7rUzL4NjHD335jZUGCgu78edDDpOPF4nKuv/h0vvPA80cHjiQ0aF3SkNqXKe1O/z4mw7Bl++tNzuPbaPzJ8+PCgY4nslGg0yqUTJ7Lhgyp+cUgNg7skg46UNSO7Jzl7bA3Xvf0uV1x+Ob+9+moiEX1kzgZ1TIiIiEguuhn4NHBaZrs+s0/yVGNjI7+45JJ0UWLIhE5blGiRKu9D/T4nsamukbPO/ikLFy4MOpLIDqVSKa6++moWLVrEj8bUMbpHIuhIWXdwnzjf3aee115/neuvvx73/B3C0pmoMCEiIiK56A79j+AAACAASURBVHB3PwtoBnD3LUBwSzJIh9qyZQvnnX8+c+fOpWn4Z4kNPCjoSDslVd6b+v3+g4ZkiPPOP59XX3016Egi23Xvvfcye/Zs/mvvBg7rF8v+6y8r5/26MO/Xhbn6ze7cu6w86xkAjh0c5ZS9mnj88ceZPn16IBkKjfpSpMNoCIiIiHSgeGYlDgcwswog/wdBF6DKykou/NnP2LBhI017H9d5JrrcSV7Sjfp9v0iX5c8yceJELrjgAr70pS8FHUvkY1566SXuuusujhwQ5YvDmgPJsLo+QlMy/d35kq3Bfof+9ZGNVDaEueGG69lrr70YN65zd2nlOnVMiIiISC66Afg/oL+Z/RZ4Cbg62EjS3hYuXMiZP/4xGzZtpX7fk3KuKNHCi8qo3/dk4t0Hc+2113LHHXeoPVw6lcrKSq7+7VWM7J7k+/vWYxZ0ouCFDM4cU0//0iSX//pXWqmjg6ljQjoddVqIiMiOuPt9ZjYXOD6z66vuvjjITNK+XnrpJa644grikXLq9zsFL+0edKQ9Ey6iafTnKXn/Ve699142bNjARRddpIn1JHCxWIwrLr8cSzRz9iG1FIeDTtR5lEecnx5Qw2VzjKuu+g1//OO1hMP6P6gjqGNCREREclU5ECb9fqYs4CzSjqZNm8avfvUroiU9qd/3i7lflGhhIaJ7fYbo4PHMnDmTi3/xCy1JKIG77bbbWL5iBT/cr5a+BbAs6K4a3CXJd0bX89Zb87j//vuDjpO3VJgQERGRnGNmvwamAL2BvsDdZvbLYFPJnnJ3pkyZwnXXXUe8xxAa9jkJL8qzmpMZsUHjaBr+WebOncs5557L1q1bg04lBWrevHk88sgjfH5IE4dWxIOO02l9bmCUI/pFmTz5blasWBF0nLykwoSIiIjkom8Cn3L3y939MuAI4FsBZ5I94O7ceuut3H333cT7jKJp1PEQLgo6VodJVOxD46jjWfHue/z0nHM0fl2yrqmpid9fM4l+5c5/763One0xg+/s20DXSIpJk35HIlF4y6h2NBUmREREJBetAkpbbZcA7wYTRfZUKpXiuuuu46GHHiLWbwzNI44Cy/+3qcmew2gcfQKVa6s46+yzWb9+fdCRpIBMnjyZdVUf8MN9aynRtAk71K3I+e4+daxY8S4PPfRQ0HHyTv7/jS8iIiJ5w8xuNLMbgCiw0Mwmm9ndwAKgPth0sjvcnRtuuIHp06cTHXAQ0WGHU0hLAiS7D6R+nxNZX72Zc887j+rq6qAjSQFYtWoVjzzyMEcPbGa/Xvr2f2dNqIhxaN8Yf5symQ0bNgQdJ6+oMCEiIiK5ZA4wl/RSoROBF4BZwKXAU8HFkt3h7txyyy1MnTqV2IADiQ05tKCKEi1SXftRP/oLrK/exHnnn69hHdKh0sXA6ykJpfh/GsKxy04b3UAyEeOWW24JOkpe0fpEIiIikjPcfUrQGaT9TJkyhYcffphY/zFEh0woyKJEi1TXfjSM+gLrls/kZz//OTdcfz3dunULOpbkoVdffZU333yL7+zTQPdiDzpOzqkoS/EfQxuZOmsWCxYs4IADDgg6Ul5Qx4SIiIjkHDMbbWaPmNkiM3uv5RZ0Ltl5U6dOZfLkycT7jiY6tLCGb3ySZLf+NOx9HCtXrWLixEuJRqNBR5I8k0gk+MuttzCgi3PsoOag4+Ss/9iriZ6lcMstN+Ou4k57UGFCREREctHdwK1AAjgW+BtwT6CJZKfNmjWLP19/PYmew2gefqSKEq0kewymacTneOedt7niyis1+7+0q6eeeorVayr575F1RPRJcLeVhOFrw+tZtGgxs2fPDjpOXtCvo4iIiOSiMnd/DjB3f9/dLweOCziT7IS33nqL31x1Famu/Wja+5iCWH1jVyV6j6R52BG88vLL/PnPf9Y3stIumpqauPuuOxndM8H4vvGg4+S8zw2MMrhrittv+6sKiO1A/xKIiIhILmo2sxCw3MzONrNTgX5Bh5Lte/fdd5l46aUkirrSMOrzENJ0Z58k3n8M0YEHMWPGDCZPnhx0HMkDDz/8MJu3bOUbezeoSakdhAz+a2Q9a9dVMWPGjKDj5DwVJkRERCQXnQeUA+cAhwLfAb4baCLZrsrKSi648EKakkbD6BMgUhJ0JABKVv+LcOMmwo2bKFvyJCWr/xV0pA/FBh9KvO9opkyZwqOPPhp0HMlhGzdu5P777mNCRYzRPfTtfnsZ1yfOfj0TTL7rTurq6oKOk9NUmBAREZGc4+5vuHu9u1e6+/fd/Wvu3nk+UcpHbNiwgfMvuIDahmYaRp+Il3QNOtKHQo2bsWQcS8aJ1H1AqHFz0JH+zYzm4UeS6DWMG2+8kWeeeSboRJKj/vrXv5KIR/nGqIago+QVMzhtdD01tXX87W9/CzpOTgusMGFmYTN7y8xmZLZHmNlrZrbczB40s+KgsomIiEjnZGZ/ztw/bmbTt70FnU8+bsOGDZx77nls3LyV+tEnkCrrGXSk3GIhmkYeQ7L7ICZNmsTMmTODTiQ5ZsGCBTz77LOcPLSRfmWpoOPkneHdkhw9qJnHHnuUlStXBh0nZwXZMXEusLjV9jXAde4+GtgC/CCQVCIiItKZtay88Ufg2jZu0olUVVVx9k/P4YPqjemiRJe+QUfKTaEIjaOOJ9FtAFf/7nc89dRTQSeSHBGNRrlm0u/oUwan7NUUdJy89fWRjZSHU1wz6XeaCHM3BVKYMLMhwH8Ad2S2jfRM2o9kDpkCfDWIbCIiItJ5ufvczP1sYBGwyN1nt9x2dL6ZnWRmS81shZn9oo3nv2dm1WY2L3P7Yfv/VxSG9957j7PP/inVm7ZQv89JpLpqbtI9Ei6icdQXSHYfxDXXXMPDDz+s1Tpkh+6++27WVK7lB/vWUqa5ZjtM92Ln9NF1LFm6jIceeijoODkpqI6JPwMXAS29RH2Are7eUl6qBAYHEUxEREQ6L0u73Mw2AkuAZZlCwq934twwcDNwMjAG+KaZjWnj0AfdfVzmdke7/gcUiDfeeIOfnHUWm+saqd/3JHVKtJdwpnOi13Buvvlmrr/+en07K5/otdde48EH/86xg5o5oLeWB+1oh/WL8amKGHfdeScLFy4MOk7OyXphwsxOATa0fOPRsruNQ9ssAZvZGWY2x8zmVFdXd0hGERER6bTOA44EPuXufdy9F3A4cKSZnb+Dcw8DVrj7e+4eA/4OfKVj4xYWd2fatGlcfPHFNFkZdfudQqq8T9Cx8ksoQtPexxIbcCBTp05l4qWXajUA+Ziqqiqu+s2VDO2a4rTRmvAyG8zg+/vV07skwWW//hWbN3eiiXRzQBAdE0cCXzazVaTfEBxHuoOip5m1NBgNAda1dbK73+buE9x9QkVFRTbyioiISOdxOvBNd/9whjF3fw/4dua57RkMrGm1/Ukdmv9pZm+b2SNmNrStC+mLko9raGjgyit/w3XXXUe82yDq9/tip1p9I6+YER36KZr3+gyvv/4GP/jBD1m8ePGOz5OC0NDQwC8vnUgy2sBPx9ZQEg46UeHoWuScM7aG2q1buPyyXxONRoOOlDOyXphw90vcfYi7Dwe+ATzv7t8CXgC+njnsu8C0bGcTERGRTq/I3Tduu9Pdq4GiHZy7Mx2ajwPD3f0g4B+k5736+En6ouQjli9fzg9/+L+8MOsFooMPpXH0FyCsBdY6WrzffjTs90U21DZy1tln89BDD5FKadWFQhaNRrl04kRWrVzJT8bU0r9cvw/ZNqxbkh/uV8vb7yzgyiuv0HCrnRTkqhzbuhi4wMxWkJ5z4s6A84iIiEjnE9vN5yDdIdG6A+JjHZruvsndW77iuh04dJcTFpBoNModd9zBj350JlWba2jc92Rigw5O9zRLVqS69qNu/y8T6z6YW265hXPPO4/Vq1cHHUsCkEgkuOKKy5k/fz7/u38dB/XRvBJBOaJ/jG+PbuDll1/h97//vQqGOyHQuVndfRYwK/P4PdJjP0VEREQ+ycFmVtvGfgNKd3DuG8BoMxsBrCXduXnaRy5iNtDdqzKbX+ajS5tLK/Pnz+ea3/+edWvXEu8ziuZhh0FkRz8C6RCREpr2Pp7IxuUsWPQG//M/P+B73/su3/jGN4hEtBRDIYjFYvzmyit55ZVXOX2fej4zYEd1WuloJwxtpjFhPDZzJqFQiJ///OeEwxpX80n0N5WIiIjkDHff7Xd17p4ws7OBZ4AwcJe7LzSzK4E57j4dOMfMvgwkgM3A99ohdl7ZsGEDd955J8888wyUdqNxnxNJ9tBiaoEzI1GxD3U9hlCy+l/ccccdzHz2Wc76yU847LDDMHWx5K2mpiZ+9atfMmfOXL49uoHPD8ndeQ2aEkZpaSmnnHIKM2bMoCnHh0F8ZXgTKYepTz9NU1Mjv/zlrygq2tGow8KkwoSIiIgUDHd/Enhym32/bvX4EuCSbOfKBXV1ddx///08/PAjJFMpogMOJDZoHIT1Jrsz8eJymkcdR2LL+6yufIOLL76YcYccwo/PPJN999036HjSzmpra5l4yS9YuGgRP9yvns8Nyt2iBEBjwjjllFM4++yzcXdefOKhoCPtETP42sgmyiLOA7NfpKlxIpdfcQXl5eVBR+t0VJgQERERkU/U2NjI9OnTuefe+2ioryPeZ2+igw/VihudXKLXXtT1GEJR9VLmL5jHj370I4477jhOP/10hg8fHnQ8aQdVVVVc9POfUbVuLWeNreOwfrk/fKM84syYMQN354knnqB/ZNv5iXPTycOaKY84d815g3PPOYdJ11xDnz5aSrk1FSZERERE5GM2b97MY489xmP/9380NjSQ7DGY5rHHkSrXm+mcEQoT7z+GeN9RFFe9wwuzX+T555/n05/+NKeddhoHHnhg0AllNy1ZsoRfXHwR8cZaLh5Xw749c3vIQ4uyiNNc38yjjz6a3u6ZH4UJgKMHRelRnOLmhSv4yY/P5Pd/+CN77bVX0LE6DRUmJG/c/9quz0B92uHDOiCJiIhI7lq7di0PPfQQTz75JPF4nHiv4cSGHUeqq5ZFzVnhYmJDDiXefyxFGxbzrzlv8eqrrzJ27AF861unccQRRxAKdabF+mR7Xn31VS6//DK6haJcPL6GwV2SQUeSnTSub5xLDtnKde/AWT/5MVf/bhIHHXRQ0LE6BRUmRERERApcIpHg1VdfZeq0acydMwdCYWJ99iY24EC8tEfQ8aSdeFEpscGHEBtwAEUbl7Pw3YVMnDiRfv0H8JUvf4mTTz6Z3r17Bx1TtmPGjBn86U9/YljXBBccuJWeJfnTUVAoRnZP8uvxW/jj286FF17ApZf+kmOOOSboWIFTYUJERESkQG3YsIEnnniC6Y/PYMvmTVDSleigQ4hX7IsXa3K2vBUuSg/xqNiPyJZVVG1cyu23385dd93FUUcdxVe+8hXGjRunlTw6EXfnb3/7G3fffTcH9o5z9gG1lOmTXM6qKEvxy/Fb+PPbPbjiisvZvPkcvva1rwUdK1D6dRYREREpINFolFdeeYWnn36a119/HXcn0WMIsdGfJ9ljCJha+gtGKESiz0gSfUYSatpKUfVSZr/8KrNmzWLQ4MF88eSTOeGEE+jXr1/QSQve5MmTmTJlCp8d0Mz/7NdARH9Mc163IuficVu5dWE3brjhBlKpFF//+teDjhUYFSZERERE8py7s2jRIp5++mmee/55GhsaoKQL0QEHprsjSroFHVEClirrSXTY4USHHEpk80rWbFzOHXfcwZ133sm4Qw7h5JNO4qijjqKsrCzoqAWnpShx9MBmvr9fAyE1suSN4jCcdUAdtyzsxk033UQoFCrYzgkVJkRERETy1Pr165k5cyZPPf0069auxcIRYj32Ij54FMnuA9UdIR8XipDoO5pE39FYcy1Fm1bw1qIVvPXm1ZSUlnLsMcdw4okncvDBB2vCzCx4/PHHmTx5MkcNUFEiX0VC8JOxddy8IN050bt374Kcc0KFCREREZE80tjYyOzZs3nmmWeYN28eAMluA4gN/yyJ3sMhXBxswM4mGaO0tJRTTjmFGTNmUJ+MBZ2o0/DS7sQGjyc26BDC9euJbVzBM/94nqeffpqKfv046cQTOeGEExg6dGjQUfPS6tWruenGGzigd5wf7K+iRD6LhNKdE1e92ZNr//gHxo4dS0VFYa2EpMKEiIiISI5LpVK8+eabPPPMM8ye/SKxWBTKehAdPJ54n701VGM7LBHjlC+fwtlnn42789DjzwQdqfMxI9ltAMluA4gmjyCy9X2qNq3gnnvv5Z577mH/MWM46cQTOe644+jWTb9r7SGRSPDb315FEXH+d/86FSUKQCQEPxpTy6/fCHPNpN/xhz9eW1AT0KowISIiIpKjampqeOqpp/i/qVNZ/8EHWKSEaK/hxPuOJtWlAgroTe3u8kgxM2bMwN154okn8IhWI9mucIREn71J9NkbizUS2fQui1a9y+LrruOmm2/m88cfz6mnnso+++wTdNKc9vbbb7N06TLO2L+OXloStGAMLE/xnyMauH/um7z77ruMGjUq6EhZo8KEiIiISI5ZsmQJU6dO5bnnniMej6eHaow8hkSvYRDS27tdEi6muXEzjz76aHq7W89g8+QQLy4nPvBA4gMOINS4iaLqpTw981meeuop9t1vP/7za1/j6KOPpqSkJOioOWfOnDmEDQ6t0NCiQnNY/xj3r+jC3LlzVZgQERERkc5n4cKF3HjTTSxZvBgLFxHtvTfxfvuTKu8VdDQpZGakuvQl2qUv0SGfomjTcpa+v5Srr76aG2+6idO/8x1OPfVUIhF99NhZ8+e9xYjuCcr0f1nB6V2SYkAXZ968efz3f/930HGyRr/qIiIiIp3c5s2bue2223j66aehpAvNw44g3neUJrKUzidSTLz/WOL9xhCuqyL5wTvcfPPNTH98Buefdy7jx48POmFO6N2nL4tWRnDXiKxCk0hBTczo3bt30FGySoUJERERkU5s2rRp/OUvf6Up2kx0wEHEBh0M4aKgY4lsnxnJ7oNo7DaQ8NY1rKl8nQsuuICjjz6an/3sZ5okcwcOO+ww/vnPf7K2IcyQrsmg40gWvVsboSkOhx9+eNBRskqLD4uIiIh0UvPnz+e6666jvqgn9WNPJTZ0gooSklvMSPYaRt3YrxIddAizX/wnt956a9CpOr0jjjiCSDjMPcu7Ek8FnUaypSkB96/oSmlJScF1F6kwISIiItIJJRIJrvvz9VDSlcZRn8dLewQdSWT3hSLEBh9CrP8YnnzySRYtWhR0ok6toqKCiy6+mMVbIvx1UVdSWpgj7yVScOOC7rxf///Zu/MwOesy3//vu/cle9JZSEgCJIRVWTJBZBWEEHZcEBUFB804LqPjHH/DmRl1zsycGWc5Z0aPC4OioijgTtzYggioBMJO9kBIyL6v3emtvr8/qjo0IUsn6a4n3fV+XVdfVfVsdfeT6k7Vp+/v96nkC3//9/Tr1y/rkorKYEKSJOkw9NRTT/HKkpfZ2XA8lDv6Vn1Dy8iTgeDuu+/OupTD3sUXX8xHP/pRnlhbzS1z+7Gj1ckm+qqtLcGXX+jPixsr+exnP8uZZ56ZdUlF5/9ykiRJh6GTTz6Z0WPGsHLtHNqGHkOqqsu6JOnQpET1q09CwKWXXpp1Nb3CddddR2trK9/+9rdZsKWaG4/dyqnDWrMuq8eM7dfG0m3lAIzr387Yfm0ZV9SzUoLH11TxvcX9ac6V86lPfYJp06ZlXVYm7JiQJEk6DNXV1fFP//iPVNJO3eIHKN+6Mv8uVuqFonk71csep3LDYm744AdLbmK/Q/GBD3yAr3/96wweOZ7/fH4At8zpx9aWvtk9cf2xjYzr3864/u38zWlbuf7YxqxL6jEbd5bxpRf68/W5/Tny6El845u3cc0112RdVmbsmFBJ+8GsZQe13/vOGNvNlUiS9EZHHXUUn/vc3/Ef/+f/sGXBvaT6oewccRJtg4+CMv++pMNfWeMGqla/SOXGJZQFTLvsMj74wQ9mXVavM2nSJP77G9/gjjvu4I47vsdT66t52xFNXDq2iUHVBpa9yfqmMn65rJZHVtVQVl7JRz96E+9+97spLy/PurRMGUxIkiQdxs455xymTJnCgw8+yJ133cXyl38H1U/R3HAcrYPHOSnmIcrVDSE1bgCgvW4oubohGVfUB7S3ULFlJVXr5lO+dSXV1TVc8c538M53vpNRo0ZlXV2vVVlZyYc+9CEuuOAC7rjjDu6fOZOZK2o5b9ROLh3XxLAaL99xOFvTWMaMpbX8YXUNUVbOJZdO4/3vf78/EwUGE5IkSYe56upqLrvsMqZNm8asWbO46667eO652VQvnw01A2gZMJq2gWNo7z/KiTIPUPPYt1DWuBGApuOc9+CgpERZ00YqtiynYssKyrevhZRj0OAhXDt9OldccQX9+/fPuso+Y9y4cfzt3/4tN954Iz/4wQ+47957+e2qGs4cvpMLRzdz9IA2om+O9Oh1UoIFmyuYuaKGJ9ZVU1lRydXvuJL3vOc9DB8+POvyDiv+zyVJktRLlJWVceaZZ3LmmWeycuVKZs2axaxZT/D000/TsnYeUVZOW78RtA4cQ/vAMeRqBuInFPWItmYqtq6gYssKqrauILXk5wI4+phjOPPK9zJlyhROPPFEKir8uNFTRo8ezWc/+1k++MEPcuedd3Lvb37DY6ubGdc/x9uOaOTMEc3UevozsaM1eGx1Nb9dWcfKHUG/+jquvfYKrr32WoYOHZp1eYclX6qSJEm90BFHHME111zDNddcQ3NzMy+88AJPPPEEf/jj4yx/9Ql49QmiqpbW2mG09xtOe78G2usboLwy69LV26QcZU2bKd+xjvLta6lsXA+NmwCoq69nyluncMYZZzBlyhQ/dGVgxIgRfPrTn+YjH/kIDz74IDPu+TnfWbCEu17qx5nDd/K20TsZ37896zL7vJTgpa0V/HZFNY+vq6G1HY4/bhIfuOpq3va2t1FTU5N1iYc1gwlJkqRerrq6msmTJzN58mQ+9rGPsXr1ambPns2LL77Iiy/OYfnyp/IbRpBqB9Na30B7v+Hk6hvsqtAbte2kfHs+hKjYsY6KxvWkthYA+vXvz0lvOpETTjiB0047jeOOO86uiMNEfX09V111FVdeeSVz587lF7/4BQ/NnMlvV9Ywtn+Os0Y08daRzQyscrLM7rRxZxm/X13F79fkuyNqa6qZdtlUrrjiCiZOnJh1eb1G0X+LRMSRwHeBkUAOuDWl9KWIGALcDYwHXgGuTSltKnZ9kiRJvd3IkSO5/PLLufzyywHYunUr8+bNY+7cucyZM4c5c+fStG4BAFFZne+qqB9Kri5/m6r6GVaUirYWyhs3UNa4gfIdG6hsWg9NW4D80KGjjjqak06axokn5sOI0aNHE742DmsRwYknnsiJJ57Ixz/+cR588EHuvfc33LlgIXe/VM/JQ1o4Z1Qzpwxtoaq0LwRx0JrbYfa6Kh5bXcPcjZUk4E0nn8T7pl7CBRdcQF1dXdYl9jpZxJttwF+llJ6OiP7AUxHxAHAjMDOl9MWIuBm4GfjrDOqTJEnqUwYMGMAZZ5zBGWecAUAul2PZsmXMnTuXuXPn8uKcuSxb+iK5XH5W/3xYMYT2umHk6obmw4rqAYYVvV1bM+U71ueDiB0bqNy5cVcIATBkyFCOP+2kXSHEpEmTqK2tzbBgHar+/fvvGvK1dOlS7rvvPu6/716+8uJG6irhjIadnDWymYkDnTBzf3IJ5m+q4Perq3lyfS072xKjRgzngzdM4+KLL2b06NFZl9irFT2YSCmtAlYV7m+LiHnAaOAq4PzCZrcDD2MwIUmS1O3KysoYP34848eP59JL81eiaG5uZsmSJSxYsIBFixYxf8ECliyZR3tbGwBRUUVb7RDa64bSXj+MXN2QwjCQsiy/Fe1FtDbt6oIoa1xPVdNG0s5tu9Y3DB/BcSe9iWOPPZZjjz2WiRMnMmSIl0rty8aNG8f06dO56aabeOaZZ7j33nt59NFH+O3KFobXJd46vImzRjYzos7Ljna2fHs5v19dzR/X1rJxJ9TV1nDBxRcwdepUTj75ZMrK/B3YHTIdEBYR44FTgVnAiEJoQUppVUTs8fopETEdmA4wduzY4hQq7eYHs5Yd1H7vO8PXrCTp8FRdXc1xxx3Hcccdt2tZa2srr7zyCgsXLmThwoUsWLCAl15aROuaOQBEeSXttYNpqxuSHwZSN5Rc7SAosz+8aFIiWna8fjjGzo2k5h27Nhk56giOP2XyrgBi4sSJDBw4MMOilaXy8vJdc9I0Njby6KOPcv9993HPM8/w81fqOGZgO2eNaOKMES30ryzN+Sg2NwePr6nm92tqWbqtjLKyMqZM+RMuvngqZ511FtXV1VmX2OdkFkxERD/gJ8CnU0pbuzpWLaV0K3ArwOTJk0vzJ0WSJKkIKisrd32QveyyywBoa2tj2bJlLFq0KB9YLFrEokWL2Ll2fn6nKCPVDaa1dii5uiH57orawV4NpDukRDRvLXRBbKC8cQOVTRtJrTuB/NwCR44dy6Rj37orhJgwYQL9+vXLuHAdrurq6pg6dSpTp05l3bp1zJw5k/vvvZfvLnyF7y+G04Y2c+6oZk4a0kp5H28MaMvBsxuqeGRlNc9vrCKXYNKxE/nkjfl5IwYPHpx1iX1aJsFERFSSDyW+n1L6aWHxmogYVeiWGAWszaI2SZIk7V1FRQVHH300Rx99NFOnTgXyc1asXLmShQsX7gosFixcyPb1C/M7dVwNpG4YufphtPdryIcVDgPZp2jZQfmOdZRtX09F4zoqGjfsujpGeUUFR40/ikmTTuXYY49lwoQJHHPMMV6SUAetoaGB6667juuuu47Fixfvmo/iyee3MbgGzhrRxDmjdjKqh4d6jO3X1qPH392r28t5ZFU1f1hTy7YWGDp4OLWCvgAAIABJREFUEO+5bhqXXHIJ48aNK2otpSyLq3IEcBswL6X0fzutmgHcAHyxcHtPsWuTJEnSgSsrK2PMmDGMGTOGCy64AICUEmvXrmXRokUsWLCA+fPnM3fuPHYUwooor6CtbijtdcNor2+gvX4Yqbp/JhNs5uoOg7kVOiam3LGesh3rqGrasGs4Rll5OcccfTTHH/8nTJo0iWOPPZbx48dTWWkXinrGhAkTmDBhAtOnT+fxxx/n17/6Fb9+4gl+ubSWiYPaOH/UTs4Y3twjV/W4/tjG7j/obna2wR/WVPO7VbUs2VpORXk5Z519FtOmXcrkyZO9BG4GIqXijoaIiLOBR4EXyF8uFOBvyM8z8UNgLLAMeHdKaeO+jjV58uQ0e/bsbq3vYOcOkLrCOSYkFUtEPJVSmpx1HaWgJ96P9FUpJVasWMGCBQvyly+dN49FCxfR2prvAojKGlrrhtLebyRt/UeSqx/WN+erSIlo3kb5ttVUbFtNZeN6aNq8a/URo0dz4gkncPzxxzNp0iQmTJjgmHZlbsOGDTzwwAP8+le/ZNmry+lXBeePauKCI3YyrLZ3TJi5urGMmStqeHR1LY2tcPRR47ns8iu48MILGTRoUNbl9UldfT9S9GCiOxlMqLcxmJBULAYTxWMwcWja2tpYsmQJ8+fPZ/78+bzw4ossW7oUyE+u2VbfQFv/kbT3H0l7fUPvDCoKQUTFtlWUb1tN1fY1pObtAPTvP4CTTz6JE044geOOO45JkybRv3//jAuW9i6lxLPPPstPf/oTfv/Y70kkThvawtvHNHHC4MPvsqO5BM9vqOTBFbU8v6GSivJyzjv/fN7xjndwwgkn0NW5DnVwuvp+xB4VSZJUMiLiEuBLQDnwzZTSF3dbXw18Fzgd2AC8J6X0SrHrLCUVFRW7Jti84oorANi8eTPPP/88zz77LE8/8yyvLHkagCiroK1fA239RtI2cDS5+oZMhn50RbTsoGLLcsq3rqJqx5pdwzIGDBzEqW85nVNPPZU3v/nNjB8/3g9G6lUiglNPPZVTTz2VNWvWMGPGDH75ixk89ew2juyf46pxO5jc0EJZxi/r9hw8vqaKe5b1Y/WOYOiQwfzpn17DZZddxtChQ7MtTm9gx8Ru7JhQT7JjQlKx2DHxRhFRDiwELgKWA08C700pze20zceAN6WUPhoR1wHXpJTes6/j2jHR87Zs2bIrqHjm2WdZ8vLLpJSIqjqaB46lbfA42vuPgrJsJ9OMnVuo3LSUys1LKdu+DoBBgwZz6qmncMop+a+xY8caRKjPaW5u5qGHHuIH37+DV5evYEy/fEDxJ8OLH1C05/LzR8xYWs+axuCYo4/i/dd/gHPPPde5IzJgx4QkSdLrTQEWp5ReBoiIu4CrgLmdtrkK+PvC/R8DX4mISL35Lzl9wMCBAznnnHM455xzANi6dSuzZs3ikUceYdasJ2hZN5+oqKZl4BjaBo+jbcAYKC/C29yUKGvcQMWmpVRtWUY0bgJg4sSJnHfeVZx11ll2RKgkVFdXM23aNC6++GIefvhhvvudb/PVOcsZvTTHNeN38CcNLT3e3JRL8PvV1dyztJ61jcGECcfwyRs/xFvf+lbKMg4ttX8GE5IkqVSMBl7t9Hg5cMbetkkptUXEFmAosL4oFapLBgwYwEUXXcRFF13Ezp07mT17No8++iiPPfZ7dix+iSivpHnoRFpGnECqGdD9BbS3UblhMTXr5kHjJiKCN73pTZx77vWcffbZjBgxovufU+oFysvLufDCCzn//PN55JFHuP073+YrLy7jpCGtfPDY7YzsoUuNLttezu0L+rNoSznHTpzApz/0p5x55pmGgr2IwYQkSSoVe3qHunsnRFe2ISKmA9MBxo51mF6WampqOPvsszn77LNpa2vjueee49577+Whhx6iau1c2gaNpWXEibT3H3nI81FESyOVa+dSs34hqXUnEyZM5Oqrb+Lss892Rn+pk/Lyct72trdx7rnncs899/DNb3yDv3miksvHNnL5uKZuu8xoUxv8bEkd9y+vpX///tx888eZOnWqgUQvZDAhSZJKxXLgyE6PxwAr97LN8oioAAYCb7h8eUrpVuBWyM8x0SPV6oBVVFRw+umnc/rpp/PRj36Un/3sZ/z8nnvYvuA3pPphNI2ZTPuAIw74uNHaRPXy2VRufIlIibPOOptrr303J598sh+ApH0oLy/nHe94B+eddx5f+9rX+PnMmTy+rpa/OHELY/q1H9KxX9pSwVfmDmRDE1x++eVMnz6dAQN6oENKRWEwIUmSSsWTwMSIOApYAVwHvG+3bWYANwB/BN4FPOT8Er3T0KFD+fCHP8wHPvABHnjgAe74/vdZveBeWhom0XzkFCiv3P9BUqJi4xLqXn2cstTG1ddcwzvf+U6OOOLAww2plA0dOpTPfe5zTJs2jX/53//E/3q6jI8ct5Upw1sO6ni/W1nN7Qv70dAwnK/+xxc48cQTu7liFZtX5diNV+XQ4cireUg6UF6VY88i4lLgv8hfLvRbKaX/HRH/AMxOKc2IiBrge8Cp5DslruuYLHNvvCpH79Dc3Mxtt93GD3/0I6iqp3H82fvsnojWJmqW/oGKTUs5dtIk/uZ//k/Gjx9fvIKlPmr9+vV8/vOfY+7ceVw2tol3H9PY5St3tOXgjkX1PLSihsmTT+fzn/+CXRKHOa/KIUmStJuU0q+BX++27POd7u8E3l3sutTzqqur+djHPsa5557LP//Lv7By4f00TriQ9kFHvnHjtmbqF95HRctWbpo+nWuvvdbLDErdZNiwYXzpS1/my1/+Mr/4xS9ozcH7JzbudwqYXIJvzuvHH9ZU8973vpcPf/jDlJd302QVypzXTZEkSVLJOOmkk/jGrbcyYcIx1L/8W8q2rXn9Bu1t1C9+kIqWrfz7v/0b73vf+wwlpG5WWVnJZz7zGd797ndz//JafrG0dp/bpwR3Lq7jD2uquemmm/izP/szQ4k+xmBCkiRJJaW+vp5//7d/Y+SIEfR76UGitWnXupqlv6ds+1o+/7nPcdppp2VYpdS3RQR//ud/zkUXvZ0fv1zHH1ZX7XXbB5bXcN+rtbzjHe/g+uuvL2KVKhbjX6kPO9g5U5zTQpLU1w0ePJgv/ss/86EPfYiqVc/TPPYMyho3ULnhJa6//nrOO++8rEuU+ryysjL++q9vZvWqVXxvwRxOHLKRgVWvnwNxTWMZP3y5H2e+5Qw+8YlPeCWcPsqOCUmSJJWkcePGcfHFF1O9bj41Sx6l9uVHqKuv5z3veU/WpUklo6Kigv/x2f+PllTO9xfVv25dSnD7wn5UVFXzmb/6K8rK/PjaV/kvK0mSpJJ14403MmbMaEakTTTUV/Bn06fTv3//rMuSSsq4ceN4//Uf4PE11by89bW5I17YWMmLGyv58Eem09DQkGGF6mkO5ZAkSVLJGjlyJN/77nezLkMqee9617u46847mbm8hqNP2AHAg8trGDxoIFdccUXG1amn2TEhSZIkScpUv379uHjqVB5fV8P21mB9UxnPbaji8iuupLKyMuvy1MPsmJD0BgczaaYTZkqSJOlQXHLJJcyYMYMXN1ayrbWMBEydOjXrslQEBhOSJEmSpMxNmjSJ+rpanl7XzI62YOTwBsaMGZN1WSoCgwlJ3cJLk0qSJOlQlJeXc9rpk3n00UcBuPzyMzKuSMViMCFJkiRJOix8+tOf5sILLwTgtNNOy7gaFYvBhNQLHGw3giRJktSbDB06lPPPPz/rMlRkXpVDkiRJkiRlxo4JSZlybgpJkiSptNkxIUmSJEmSMmMwIUmSJEmSMuNQDkm9kkNAJEmSpL7BjglJkiRJkpSZw65jIiIuAb4ElAPfTCl9MeOSJOmgFfNSr3aDdB87ciRJkornsOqYiIhy4KvANOAE4L0RcUK2VUmSJEmSpJ5yuHVMTAEWp5ReBoiIu4CrgLmZViWp5BWz86HYekt3wMHU2RtqBDstJElSaTusOiaA0cCrnR4vLyyTJEmSJEl9UKSUsq5hl4h4NzA1pfThwuMPAFNSSp/stM10YHrh4SRgwV4ONwxY34PlynPc0zy/Pc9z3PM8xz1rX+d3XEqpoZjFlKqIWAcszboOHTJ/X0mHD38e+44uvR853IZyLAeO7PR4DLCy8wYppVuBW/d3oIiYnVKa3L3lqTPPcc/y/PY8z3HP8xz3LM/v4cEAqG/w50k6fPjzWHoOt6EcTwITI+KoiKgCrgNmZFyTJEmSJEnqIYdVx0RKqS0iPgHcR/5yod9KKc3JuCxJkiRJktRDDqtgAiCl9Gvg191wqP0O99Ah8xz3LM9vz/Mc9zzPcc/y/Erdx58n6fDhz2OJOawmv5QkSZIkSaXlcJtjQpIkSZIklZBeH0xExCURsSAiFkfEzXtYXx0RdxfWz4qI8cWvsvfqwvm9MSLWRcSzha8PZ1FnbxYR34qItRHx4l7WR0R8ufBv8HxEnFbsGnuzLpzf8yNiS6fX8OeLXWNvFhFHRsRvI2JeRMyJiE/tYRtfw4egi+fY17F0CPb3fkdScezvfZv6rl4dTEREOfBVYBpwAvDeiDhht81uAjallCYA/wn8a3Gr7L26eH4B7k4pnVL4+mZRi+wbvgNcso/104CJha/pwNeLUFNf8h32fX4BHu30Gv6HItTUl7QBf5VSOh54C/DxPfye8DV8aLpyjsHXsXRQDuD9jqSe9x32/75NfVCvDiaAKcDilNLLKaUW4C7gqt22uQq4vXD/x8CFERFFrLE368r51SFKKT0CbNzHJlcB3015jwODImJUcarr/bpwfnUIUkqrUkpPF+5vA+YBo3fbzNfwIejiOZZ08Hy/Ix0mfN9Wunp7MDEaeLXT4+W88c3arm1SSm3AFmBoUarr/bpyfgHeWWjP/nFEHFmc0kpKV/8ddPDOjIjnIuI3EXFi1sX0VoWhcqcCs3Zb5Wu4m+zjHIOvY+lg+TtKkjLW24OJPXU+7H6Zka5soz3ryrn7BTA+pfQm4EFe605R9/E13LOeBsallN4M/D/g5xnX0ytFRD/gJ8CnU0pbd1+9h118DR+g/ZxjX8fSwfN3lCRlrLcHE8uBzn+hHwOs3Ns2EVEBDMT2oK7a7/lNKW1IKTUXHn4DOL1ItZWSrrzOdZBSSltTStsL938NVEbEsIzL6lUiopL8B+bvp5R+uodNfA0fov2dY1/H0iHxd5QkZay3BxNPAhMj4qiIqAKuA2bsts0M4IbC/XcBD6WUTMG7Zr/nd7dx4leSH/us7jUD+GDhygZvAbaklFZlXVRfEREjO+adiYgp5H8vbsi2qt6jcO5uA+allP7vXjbzNXwIunKOfR1Lh6Qr7yclST2oIusCDkVKqS0iPgHcB5QD30opzYmIfwBmp5RmkH8z972IWEy+U+K67CruXbp4fv8iIq4kP2v8RuDGzArupSLiTuB8YFhELAe+AFQCpJRuAX4NXAosBhqBD2VTae/UhfP7LuDPI6INaAKuM7w8IGcBHwBeiIhnC8v+BhgLvoa7SVfOsa9j6SDt7f1OxmVJJWlP79tSSrdlW5WKIXzfIkmSJEmSstLbh3JIkiRJkqRezGBCkiRJkiRlxmBCkiRJkiRlxmBCkiRJkiRlxmBCkiRJkiRlpldfLlSSJElS3xERQ4GZhYcjgXZgXeHxlJRSSw8852nA8JTSvd19bEldY8eEdJAioj0ino2IORHxXER8JiLKCusmR8SX97P/jRHxlQN8zr85lJq7W0Q8HBGTC/d/HRGDMqrjzoh4PiL+shuPeX5EvLXT449GxAe76/iSJOmNUkobUkqnpJROAW4B/rPjcVdCiYgoP4inPQ245CD2k9RN7JiQDl5T4T9NImI48ANgIPCFlNJsYHYPPOffAP/cA8c9ZCmlSw9k+4ioSCm1HerzRsRI4K0ppXGHeqzdnA9sB/4AkFK6pZuPL0mSDkBE/AI4AqghH1h8MyIqgPXAV4CLgU9FRAPw78Ba4FngyJTS1RHRr7DdCUAl8HngwcJtbUScD/xTSunHxf3OJNkxIXWDlNJaYDrwicg7PyJ+CRARUyLiDxHxTOF2Uqddj4yIeyNiQUR8oWNhRFwfEU8UOjL+OyLKI+KL5P/TfDYivr+P7coj4jsR8WJEvLCvLoJCx8N/Fep6MSKmFJbXR8S3IuLJQt1XFZbXRsRdhe6Eu4HaTsd6JSKGFe5/LiLmR8QDhW6G/9Hp+f45In5H4Y1DRPyk8DxPRsRZ+3r+vbgfGF44B+fs1sUxLCJeKdy/MSJ+WjjfiyLi3zrVfklEPF3ofJkZEeOBjwJ/2em4f9/p+zglIh4vnIefRcTgTt/fvxb+TRZGxDn7qFuSJB2YG1JKpwN/Anym4/9f8n8YejqlNAV4Dvga+ZDiXPLDQTp8Hri3sN0FwP8BEvAPwPcLXRmGElIG7JiQuklK6eXCUI7hu62aD5ybUmqLiLeT73h4Z2HdFOAkoBF4MiJ+BewA3gOclVJqjYivAe9PKd0cEZ/o1KVx/J62A+YAo1NKJxW229/wivqU0lsj4lzgW4V6/hZ4KKX0p4X9n4iIB4E/AxpTSm+KiDcBT+9+sEIo8E7gVPK/Y54Gnuq0yaCU0nmFbX9A/i8ej0XEWOA+4Pi9PX9Kacce6r8S+GWn87Kv7/WUQl3NwIKI+H/ATuAb5P+NlkTEkJTSxoi4BdieUvqPwnEv7HSc7wKfTCn9LiL+AfgC8OnCuoqU0pSIuLSw/O37KkiSJHXZX0bElYX7Y4BjyHdEtAA/Kyw/AViQUloK+eGeQMdQzIuBaRFxc+FxDTC2GIVL2jeDCal77elT8UDg9oiYSD6Vr+y07oGU0gaAiPgpcDbQBpxOPqiAfFfC2j0c98K9bPcL4OjCh+5fke8o2Jc7AVJKj0TEgEIQcDFwZUeHAK/9x30u8OXC9s9HxPN7ON7ZwD0ppabC9/WL3dbf3en+24ETOoUJAyKi/z6ef95+vpf9mZlS2lKoay4wDhgMPJJSWlL4vjbu6wARMZB8uPK7wqLbgR912uSnhdungPGHWK8kSQIKf9w5F3hLSqkpIh4j//4A8sNrU8em+zoMcHVK6aXdjn1utxcs6YAYTEjdJCKOJj9z9Fryf/Xv8I/Ab1NK1xSGCDzcaV3i9RL5/zRvTyn9z/095d62i4g3A1OBjwPXAn+6j+PsrYZ3ppQW7HbcPW2/p7r2pXPXQxlwZkeI0el59vj8XdTGa8PUanZb19zpfjv534HB/r+nA9HxHB3HlyRJh24gsLEQSpxIfjjHnswBJkXEkcBy8t2lHe4D/gL4FEBEnJpSegbYBvTvscol7ZdzTEjdIPKTLN0CfKVTYt9hILCicP/G3dZdFBFDIqIWuBr4PflLZL0r8hNqUljfMbFja0R0dFzscbvCPA9lKaWfAJ8jP9P0vrynsP/ZwJZCR8F9wCcLAQERcWph20fIDxchIk4C3rSH4z0GXBERNZGfZOqyfTz3/cAnOh5ExCmFu3t7/q54hXwnCcC7urD9H4HzIuKownMNKSzf45uUwvnZ1Gn+iA8Av9t9O0mS1K1+BdRFxHPk54qYtaeNUkqN5N9bPAg8CqwEthRW/6/CMV6IiDnA3xeWPwS8uTCvVVfeO0jqZv41Tzp4tRHxLPmhGW3A94D/u4ft/o38UI7PkP+Pr7PHCvtNAH5QuJoHEfF3wP2FOStayXc+LAVuBZ6PiKdTSu/fy3ZNwLcLywD213mxKSL+AAzgtc6KfwT+q/BcQf7D/uXA1wvHfp78mM4ndj9YSunJiJhBfvKppeSvTrJl9+0K/gL4auF4FeSDj4/u4/m74j+AH0bEB3jj+X6DlNK6iJgO/LRwztYCF5EfEvPjyE+8+cnddrsBuCUi6oCXgQ91sTZJktRFKaW/73R/J/lu0D3ZfT6tB1NKkwrvIf6bwpXSCnNVfWQPz7MOmNwdNUs6OPHGP+5KKhUR8TDwPzoCkW48br+U0vbCB/dHgOkppTdMlClJktTdIuKz5Ds8q8mHEh8pBBuSDlN2TEjqCbdGxAnk53i43VBCkiQVS0rp34F/z7oOSV1nx4RUAiLiq8BZuy3+Ukrp21nUczAiYirwr7stXpJSuiaLeiRJkiR1D4MJSZIkSZKUGa/KIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMmMwIUmSJEmSMlORdQGHYtiwYWn8+PFZlyFJ0mHnqaeeWp9Sasi6jlLg+xFJkvasq+9HenUwMX78eGbPnp11GZIkHXYiYmnWNRzuIuJTwEeAAL6RUvqviBgC3A2MB14Brk0pbdrXcXw/IknSnnX1/YhDOSRJUsmJiJPIhxJTgDcDl0fEROBmYGZKaSIws/BYkiT1IIMJSZJUio4HHk8pNaaU2oDfAdcAVwG3F7a5Hbg6o/okSSoZBhOSJKkUvQicGxFDI6IOuBQ4EhiRUloFULgdnmGNkiSVhF49x4QkSdLBSCnNi4h/BR4AtgPPAW1d3T8ipgPTAcaOHdsjNUqSVCrsmJAkSSUppXRbSum0lNK5wEZgEbAmIkYBFG7X7mXfW1NKk1NKkxsavPiJJEmHwmBCkiSVpIgYXrgdC7wDuBOYAdxQ2OQG4J5sqpMkqXQ4lEOSJJWqn0TEUKAV+HhKaVNEfBH4YUTcBCwD3p1phZIklQCDCUmSVJJSSufsYdkG4MIMypEkqWQ5lEOSJEmSJGXGYEKSJEmSJGXGYEKSJEkl77HHHmPz5s1ZlyFJJakk5phYd8s39rqu4aMfKWIlkiRJOtxs2LCBv/u7v+OCCy7g85//fNblSFLJsWNCkiRJJa2lpQWAOXPmZFyJJJUmgwlJkiSVtJTS624lScVlMCFJkqSSlsvlsi5Bkkpa0YOJiJgUEc92+toaEZ+OiCER8UBELCrcDi52bZIkSSo97e3tWZcgSSWt6MFESmlBSumUlNIpwOlAI/Az4GZgZkppIjCz8FiSJEnqUQYTkpStrIdyXAi8lFJaClwF3F5YfjtwdWZVSZIkqWR0BBMRkXElklSasg4mrgPuLNwfkVJaBVC4HZ5ZVZIkSSoZHcGEk19KUjYyCyYiogq4EvjRAe43PSJmR8TsdevW9UxxkiRJKhkO5ZCkbGXZMTENeDqltKbweE1EjAIo3K7d004ppVtTSpNTSpMbGhqKVKokSZL6KoMJScpWlsHEe3ltGAfADOCGwv0bgHuKXpEkSZJKTltbW9YlSFJJyySYiIg64CLgp50WfxG4KCIWFdZ9MYvaJEmSVFo6ggknv5SkbFRk8aQppUZg6G7LNpC/SockSZJUNB3BhJNfSlI2sr4qhyRJkpQpLxcqSdkymJAkSVJJc44JScqWwYQkSZJKmlflkKRsGUxIkiSppBlMSFK2DCYkSZJU0jqCCSe/lKRsGExIkiSppL0WTGRciCSVKIMJSZIklbRcLgeAF+WQpGwYTEiSJKmkdQQTDuWQpGwYTEiSJKmk7QokbJmQpEwYTEiSpJIUEX8ZEXMi4sWIuDMiaiLiqIiYFRGLIuLuiKjKuk71vI6OCUlSNgwmJElSyYmI0cBfAJNTSicB5cB1wL8C/5lSmghsAm7KrkoVS0fHhEM5JCkbBhOSJKlUVQC1EVEB1AGrgAuAHxfW3w5cnVFtykDgUA5JyoLBhCRJKjkppRXAfwDLyAcSW4CngM0ppbbCZsuB0dlUqCwk7JiQpCwYTEiSpJITEYOBq4CjgCOAemDaHjbd4yfViJgeEbMjYva6det6rlAVlR0TkpQNgwlJklSK3g4sSSmtSym1Aj8F3goMKgztABgDrNzTzimlW1NKk1NKkxsaGopTsXpMdFyNw1xCkjJhMCFJkkrRMuAtEVEX+U+lFwJzgd8C7ypscwNwT0b1KQNOfilJ2TCYkCRJJSelNIv8JJdPAy+Qf090K/DXwGciYjEwFLgtsyJVNGVl+bfEuzonJElFVbH/TSRJkvqelNIXgC/stvhlYEoG5UiSVLLsmJAkSVJJ6+iUsGNCkrJhMCFJkiQBOMeEJGWi1w/lWPf1O/a6ruHPry9iJZIkSeqNOjolnPxSkrJhx4QkSZJK2q5AwqEckpQJgwlJkiSVtF3BhB0T0mFh8eLFLF26NOsyVES9fiiHJEmSdCjsmJAOLx/+8Iepqqri/vvvz7oUFYkdE5IkSSppuVwuf8eGCemw0dLSknUJKiKDCUmSJJW09vZ2AJLJhCRlwmBCkiRJJc2/zEpStgwmJEmSVNJaW1sBaG/PZVyJpF1Dq1RSMgkmImJQRPw4IuZHxLyIODMihkTEAxGxqHA7OIvaJEmSVFqam5sBaGlpzrgSSR0/jyotWXVMfAm4N6V0HPBmYB5wMzAzpTQRmFl4LEmSJPWopqYmAJp37sy4Ekmdg4mO+V/U9xU9mIiIAcC5wG0AKaWWlNJm4Crg9sJmtwNXF7s2SZIklZ6OYKKtrW3XsA5J2ej4eQS7J0pJFh0TRwPrgG9HxDMR8c2IqAdGpJRWARRuh+9p54iYHhGzI2L2unXrile1JEmS+qTt27fvur9jx44MK5HU2Ni4x/vq27IIJiqA04Cvp5ROBXZwAMM2Ukq3ppQmp5QmNzQ09FSNkiRJKhHbOgUT27Zty7ASSZ3DQYPC0pFFMLEcWJ5SmlV4/GPyQcWaiBgFULhdm0FtkiRJKjGbNm0mlVUAsHXr1oyrkUpb5w6mzvfVtxU9mEgprQZejYhJhUUXAnOBGcANhWU3APcUuzZJkiSVns2uSWOhAAAgAElEQVSbN5OrzV8QbtOmTRlXI5W27XYwlaSKjJ73k8D3I6IKeBn4EPmQ5IcRcROwDHh3RrVJkiSpRLS0tNC4YzvtDUdQvmOdwYSUsS1btuy6bwdT6cgkmEgpPQtM3sOqC4tdiyRJkkrXhg0bAMjVDYNYxPr16zOuSCptncOIziGF+rYs5piQJEmSDgsdV3nLVfcnqupYu9ZpzqQsbd68mf5VQXkYTJSSrIZySJIkSZlbvXo1AKmqnvbK+l2PJWVj06ZNDKxqp7ysnI0bN2ZdjorEYEKSJEkla+XKlQDkqvvRXtWP5StWZlyRVNo2rF/PoMo2ysswmCghDuWQJElSyVq5ciVRXQ9lFeSq+7N+3VpaW1uzLksqWRs2rGNgdY5BlW2sX+fQqlJhMCFJkqSStXTZMlqrBwCQqxlISmlXF4Wk4srlcmzYuIkh1TmGVOecjLaEGExIkiSpJKWUWLZ0GbmagQDkagcBsHTp0izLkkrWpk2baG/PMbg6/7V5y1ZaWlqyLktFYDAhSZKkkrR+/XqamhrJ1eQDiY6A4pVXXsmwKql0dVwlp6NjArBrokQYTEiSpJITEZMi4tlOX1sj4tMRMSQiHoiIRYXbwVnXqp7z8ssvA5CrG5JfUF4JtQNYsmRJhlVJpavjqjjDanIMq2kHYM2aNVmWpCIxmJAkSSUnpbQgpXRKSukU4HSgEfgZcDMwM6U0EZhZeKw+qiOAaK99LX9qrR7EwkWLsypJKmkdIcTQmhxDa/IdE17CtzQYTEiSpFJ3IfBSSmkpcBVwe2H57cDVmVWlHrdo0SKipj9UVO9alqsbwsoVy2lqasqwMqk0rV69mrrKoL4yMbQmR2AwUSoMJiRJUqm7DrizcH9ESmkVQOF2+J52iIjpETE7ImZ3jIlW7zN/wQJaal4/WidXN5SU0q5hHpKKZ/Xq1buGcFSUweBag4lSYTAhSZJKVkRUAVcCPzqQ/VJKt6aUJqeUJjc0NPRMcepRjY2NrFyxglzd0Nctby88XrBgQRZlSSVt5YrlNNS07nrcUN3GKi/fWxIMJiRJUimbBjydUuqYXW1NRIwCKNyuzawy9aiFCxeSUqK9ftjrlqeqeqKqzmBCKrKUEqtXr6ahMLcEwLCaNlauWJ5hVSoWgwlJklTK3strwzgAZgA3FO7fANxT9IpUFB3BQ263YIIIWmuHMnfevAyqkkrXxo0baW5pZXht+65lw2tzbNi0mebm5gwrUzEYTEiSpJIUEXXARcBPOy3+InBRRCwqrPtiFrWp582fP5+o6U+qrH3Duvb6YSx/9VUaGxszqEwqTStWrACgofa1jonhte27OinUtxlMSJKkkpRSakwpDU0pbem0bENK6cKU0sTC7cYsa1TPmTN3Hi21Q/e4rr1+GCklFi5cWOSqpNK1sjCXxO4dE53Xqe8ymJAkSVJJ2bJlC2vXrH7jMI6CjuXz588vZllSSVu5ciURvG6OiRGFkKKjm0J9l8GEJEmSSkrH/BLt9Xu+okqqrCVq+jsBplREK1asYGhN/jKhHfpXJmorwo6JEmAwIUmSpJKyK5io2/NQDoAWJ8CUimrFiuWMqGl53bKI/NAOOyb6PoMJSZIklZSFCxdC7UCoqNrrNrm6oaxZvZpt27YVsTKpNKWUWPHqq4yoy71h3YjaVpYvW5pBVSomgwlJkiSVlPkLFtJaO2Sf27TX57spFi9eXIySpJK2ZcsWtu1oZGRtO3csrOOOhXW71o2obWfVmrW0tbVlWKF6msGEJEmSSsa2bdtYt3YNubp9BxO5OoMJqViWL18OwIi6dpZtr2DZ9opd60bW5cjlcqxatSqr8lQEBhOSJEkqGUuWLAGgfT8dE6mylqiq4+WXXy5GWVJJe/XVVwE4oq79DetGFZZ1bKO+yWBCkiRJJeOll14C2G/HBEBrzSA7JqQiWLZsGeVlMKzmjXNMdAQTS5c6z0RfZjAhSZKkkrF06VKioopUWbffbXO1g1i6bBm53Bs/LEnqPq+88gqj6nKU7+HTaX1lYlCNwURfZzAhSZKkkrFs2TLaawbmr0O4H7maQbQ0N7N+/foiVCaVriUvv8QRda17XX9EbStLljisqi8zmJAkSVLJWLrsVdqrB3Rp21zNQCAfZkjqGTt27GD1mrUcWf/G+SU6HNmvjVeWLKG9fe/bqHfLJJiIiFci4oWIeDYiZheWDYmIByJiUeF2cBa1SZIkqW9qaWlh44b15LoaTFT3B2D16tU9WZZU0jompB3bf++XAx3br53mllZWrFhRrLJUZFl2TLwtpXRKSmly4fHNwMyU0kRgZuGxJEmS1C3WrFlDSolcdb8ubZ+q6iDKWLlyZQ9XJpWuhQsXAvnwYW/G9suHFosWLSpKTSq+w2kox1XA7YX7twNXZ1iLJEmS+pg1a9YAkKq6FkwQZURNP9auXduDVUmlbeHChQyohiHVe59kdnR9O5VlsGDBgiJWpmLKKphIwP0R8VRETC8sG5FSWgVQuB2eUW2SJEnqg9atWwdArqq+y/u0VdQaTEg9aO6cFzmqX8s+56OtKIOx/duZP29u8QpTUVVk9LxnpZRWRsRw4IGImN/VHQtBxnSAsWPH9lR9kiRJ6mM6rq6RqvZ/qdAOuco61qxd11MlSSVt27ZtLHt1OVOO3vv8Eh0mDGjh4QULaGtro6Iiq4+x6imZdEyklFYWbtcCPwOmAGsiYhRA4XaP0XRK6daU0uSU0uSGhoZilSxJkqRebtOmTURFNZR1/UNNqqxl8+ZNPViVVLpefPFFACYM3PulQjtMHNhGc0vrrjkp1LcUPZiIiPqI6N9xH7gYeBGYAdxQ2OwG4J5i1yZJkqS+a9OmTaTK2gPaJ1XU0rxzJzt37uyhqqTS9dxzz1FeBscM2H/HxKRBrbv2Ud+TRcfECOCxiHgOeAL4VUrpXuCLwEURsQi4qPBYkiRJ6hZbtmyhvbzqgPZJlTUAbN26tSdKkkraM888zdH926gu3/+2A6sSR/RLPPPM0z1fmIqu6INzUkovA2/ew/INwIXFrkeSJEmlYfOWLaSK6gPaJ5Xnt9+6dSvDhzs3u9Rdtm7dysKFi7h6fEuX9zlx0E4eefZZWlpaqKo6sJBRh7fD6XKhkiRJUo/ZunXbrqChqzqCDDsmpO719NNPk1LipCH7n1+iw0lDWmluaeWFF17owcqUBYMJSZIklYQdO7aTDnQoR2H7HTt29ERJUsn64x//SL+qrs0v0eH4Qa1UlMGsWbN6sDJlwWBCkiRJfV5KiZ1NTaSKAw0mKgHYvn17T5QllaT29nZm/fEPnDy4mbLo+n41Fflw4g+/f6znilMmvABsN1r+lT/d67oxn/hWESuRJElSZ01NTaSUSGWVB7ZjoWOiqampB6qSStOcOXPYvHUbpx7Z9fklOpw6rJnvLlzJ0qVLGTduXA9UpyzYMSFJkqQ+b1ewUH5gwUQqr3j9/pIO2WOPPUZFGbx5aNfnl+hw2rD8Po8++mh3l6UMGUxIkqSSFBGDIuLHETE/IuZFxJkRMSQiHoiIRYXbwVnXqe7RESyksgNsGI5yiDIaGxt7oCqp9KSUePi3D3Hi4BZqK9IB7z+kJscxA9t5+OHf9kB1yorBhCRJKlVfAu5NKR1H/lLm84CbgZkppYnAzMJj9QE7d+7M3yk/0GAiiPKK1/aXdEjmzZvH2nXrOWN480EfY0rDThYvfonly5d3Y2XKksGEJEkqORExADgXuA0gpdSSUtoMXAXcXtjsduDqbCpUd2tuzn8IOuCOCYDyil37Szo0M2fOpKIMTh124MM4OkwZnp+b4qGHHuquspQxgwlJklSKjgbWAd+OiGci4psRUQ+MSCmtAijcDs+ySHWfXcHCwQQTZXZMSN2hra2NmQ8+wClDm6mvPPBhHB2G1uSYNKiNB+6/j5QO/jg6fBhMSJKkUlQBnAZ8PaV0KrCDAxi2ERHTI2J2RMxet25dT9WobtTSkv8La4ryA943RTmtrQf/111JeU899RSbt2zlzBEHfjWO3b11xE5eXb6CBQsWdENlypqXC+2iVV/7u72uG/WxfypiJZIkqRssB5anlGYVHv+YfDCxJiJGpZRWRcQoYO2edk4p3QrcCjB58mT/XNcLdAQTlB343+VSlL22v6SD9pvf/IZ+VXDqsEP/eTpjRAt3LIZ7772X4447rhuqU5bsmJAkSSUnpbQaeDUiJhUWXQjMBWYANxSW3QDck0F56gFtbW35O3FwwcSu/SUdlC1btvD7xx7lrcObqOiGT6F1FYnJw5p58IH7nQOmDzCYkCRJpeqTwPcj4nngFOCfgS8CF0XEIuCiwmP1AR3BQjqYYIIy2tvbu7skqaTcd999tLa1c94R3RcinH/ETrbvaOThhx/utmMqGw7lkCRJJSml9CwweQ+rLix2Lep5uVyucC8OeN8UYTAhHYJcLseMe37OhIHtHNmv+36WjhvUxsj6xD33/JypU6d223FVfHZMSJIkqc/bNXN/vDGYqF72ONXLHu/a/pIO2OzZs1m+YiUXjm7s1uNGwAVHNDJ37jzmz5/frcdWcRlMSJIkqYS8MZgoa9xIWePGfe6TM5iQDtpPf/oTBlbDlOHdP4nsuaOaqa6An/zkJ91+bBWPwYQkSZJKyMEEDImyPXRaSNq/V155hccfn8UFRzRS2QOfPusqEueMbOK3Dz2El2/uvQwmJEmS1OeVl5fn7xxE50OQXttf0gG5++67qSqHt4/e2WPPMe3InbTn2u2a6MUMJiRJktTnlZUV3vYezJCMlAg7JqQDtmbNGh64/37OHbmT/lU9NxyqoTbHGQ3N3PPzn7F169Yeex71HIMJSZIk9XkVFfmL0UXK7WfLN4qUqKqq6u6SpD7vrrvuIqV2Lh3X1OPPdcX4Jpp2Nts10UsZTEiSJKnPq6yszN9JB36pwqDdoRzSAVq7di2//MUMzh6xk2E1Bx4IHqgj+7VzekMLP/7RD9m2bVuPP5+6l8GEJEmS+rxdwUTuIIKJXM6OCekA3XHHHeRy7Vw1vue7JTpcc1QjOxqbuPvuu4v2nOoeBhOSJEnq8zqChYMbytFuMCEdgBUrVvCrX/2S80ftZFhtz3dLdBjbr50pw5v58Y9+xKZNm4r2vDp0BhOSJEnq817rmGg78J1zBhPSgbjtttuoIHHV+MaiP/c7j26kpaWZ733ve0V/bh08gwlJkiT1ea91TBz4UA6DCanrFi1axEMPPcTFY3YwqLrnrsSxN6Pqcpw3aicz7rmHlStXFv35dXAMJiRJktTn7QoWcgfRVp5rf63jQtI+3fL1r9OvCi4btzOzGq4+qpEy2vnmN7+RWQ06MAYTkiRJ6vN2XVXjIOaYSKl91+VGJe3dk08+yVNPP82V43ZQV1H8bokOg6sTlxzZyEMP/Zb58+dnVoe6zmBCkiRJfd5rl/s8wA9LKUFKXi5U2o9cLsctX/8aDXWJC0dn1y3R4bKxOxlQDf99yy2klF1Ioq45pGAiImZ2Zdle9i2PiGci4peFx0dFxKyIWBQRd0eEA/kkSZLULTqChTjgDyj57cvK/HuetC8PPvggL728hHeN307lYfDjUluRuGrcDp559lmeeOKJrMvRfhzUSyYiaiJiCDAsIgZHxJDC13jgiC4e5lPAvE6P/xX4z5TSRGATcNPB1CZJkiTtLleYW+LA/24ar9tf0hu1trbyrdu+yfgBOc4Y0ZJ1Obu87YidDK9L3Prft/gzfJg72Czrz4CngOMKtx1f9wBf3d/OETEGuAz+f/buO7zq8v7/+PM+OSc7IQSSsAl7iQJGwSJYpKgskeFo1aLVWrfW9vuzam2tVqsdWkVbpajgQECGDMUFMlRk7yV7CQmbzDPv3x8JVi1hJTmfc5LX47rOxTnns15Gcjjnfe77fTOq7LEBLgUmlu0yBrjqLLOJiIiIiHzPtx9KjDmzA40KEyKnMn36dPbl5jGsWQGuM/wVq0puFwzJLmDL1m189tlnTseRkzirwoS19nlrbTPgt9ba5tbaZmW386y1L57GKf4J/D/g+Ct8HeCItfb4wtK7gYZnk01ERERE5Id8vrJvcV1n3ivCxHj+e7yIfI/X6+WtN9+gbVqAjul+p+P8j25ZPhqnhHjt1VEEAoFTHyCOqNDsH2vtCGPMj4wxPzPG/Pz47WTHGGMGAHnW2qXfffpEpy/n+NuMMUuMMUv2799fgfQiIiIiUlMUFxcDYF1nsexnjOfb40Xk+6ZNm8ahw0cY0qzwjAckhYPLwODsQvZ8s5dZs06rHaI4oKLNL98E/g5cDFxQdss5xWHdgSuNMduBcZRO4fgnkGaMOb4OUyPgmxMdbK0daa3NsdbmZGRkVCS+iIiIVAPGmCxjzKvGmJllj9sbY9SrSr6nsLCw9E7MmRcmbIz7v8eLyLe8Xi9j336L9rUDtK0duaMRzq/ro2lKiDfGjCYYDDodR06gov1Sc4Du1to7rbX3lN3uPdkB1tqHrLWNrLXZwHXAbGvt9cBnwLCy3YZT2q9CRERE5FRGAx/x3wbcXwP3O5ZGItLhw4cBCHkSzvjYYEz8t8eLyH99+OGHHD5ylEHZkV24MwaubFo6amLevHlOx5ETqGhhYg1QrzKCAA8CDxhjNlPac+LVSjqviIiIVG91rbUTKOtdVdazSl+JyfccPHgQAOs+88JEyJ3A/gMHKjuSSFQLBAK8M/ZtWtYK0jYtckdLHHd+ho/6SZa333oTe8bLBktVc596l5OqC6wzxiwCvMeftNZeeToHW2vnAHPK7m8FLqxgHhEREal5Co0xdSjrT2WM6QYcdTaSRJp9+/Zh3LFnN5UjLom83K1YazGROIlexAHz589nX24e93WMzN4SP+Qy0K9xIa9u2Mry5cvp0qWL05HkOypamHisMkKIiIiIVMADwDSghTHmCyCD/04PFQFgz549BONSz3y5UCAUl4rXW8KhQ4eoU6dOFaQTiT7jx48jK9HSuW7krcRRnouyvLy7LZnx48apMBFhKlSYsNbOrawgIiIiImfDWrvMGHMJ0IbSlb42Wmuj552yhMX2HTsJxqWc1bGh+FoA7Ny5U4UJEWDt2rVs2LCRG1sX4YqC0RLHxcbATxoUMXnRInbu3EmTJk2cjiRlKlSYMMbk899lPWMBD1BorU2taLBwy3v52XK3Zd7+QBiTiIiIyJkwxgz5wVOtjTFHgdXW2ryTHLcdyKe0H0XAWptjjEkHxgPZwHbgGmutuh5Gufz8fPbn5RJqdKrF404slJgOwObNm+ncuXNlRhOJSpMmTSLRAz3qlTgd5Yz1aljCtB2JTJ48mfvvV5/kSFGh5pfW2hRrbWrZLR4YCrxYOdFERERETsstwCjg+rLbfyid3vGFMebGUxzby1rbyVp7/BPr74BZ1tpWwKyyxxLlNm3aBEAw8exGO1hPAiYuiY0bN1ZmLJGotH//fubOnUOPesXEV7QxgANqxVq6Zpbw0YczKSgocDqOlKnoqhzfY619D7i0Ms8pIiIicgohoJ21dqi1dijQntKm3F0pXfXrTAwCxpTdHwNcVWkpxTFr1qwBIJhU96zP4Uuoy6rVayorkkjUmjp1KqFgiD6Nom+0xHGXNSqhuMTLzJkznY4iZSpUmDDGDPnObZgx5mn+O7VDREREJByyrbW533mcB7S21h4CTtZrwgIfG2OWGmNuK3suy1q7F6Dsz8wqSSxhtWLFSmxiOrjjzvocwZR65OXuIy+v3NlBItVeSUkJ06a+R+e6PjITQk7HOWvNUoO0SgsweeK7BINaXToSVHTExMDv3C6ndJ7moIqGEhERETkD840xM4wxw40xw4GpwDxjTBJw5CTHdbfWdgH6AncZY3qe7gWNMbcZY5YYY5bs37+/YumlSnm9XtasWYM/uV6FzhNMKT1++fLllRFLJCp99NFHHMsvoG+TYqejVFjfxsXszc1j/vz5TkcRKt5j4ubv3H5prX3yZE2mRERERKrAXcDrQKey2yLAWmsLrbW9yjvIWvtN2Z95wBTgQiDXGFMfoOzPE76vsdaOtNbmWGtzMjIyKvU/RirXypUr8fm8BGo1rNB5QonpmNhEvvrqq0pKJhJdAoEA494ZS/PUIK1rBZyOU2Fd6vqol2R5+623sFaD/p1W0akcjYwxU4wxecaYXGPMJGNMo8oKJyIiInIqtvQd5RZKp20MBnoD6092jDEmyRiTcvw+cBmwBpgGDC/b7fjoC4liX331FSbGTTC1fsVOZAy+1IYsXLSIQCD6P5SJnKlZs2axd18uA5sWYqJoidDyuAz0b1zIps2bWbhwodNxaryKTuV4ndJ/wBsADYHpZc+JiIiIVCljTGtjzB+MMespXRVsF2Cstb2stadaJSwL+NwYs5LSERbvW2s/BJ4G+hhjNgF9yh5LlAqFQsydOw9fSgNwVXz5gEBaY4oKC1mxYkUlpBOJHoFAgDfGjKZxSogudU/Wuie6dK/npW6C5fXXXiUUit6eGdVBRQsTGdba1621gbLbaEDjGUVERCQcNlA6OmKgtfZia+0I4LS6mFlrt1przyu7dbDWPln2/EFrbW9rbauyPw9VYX6pYuvXr+fgwQMEamdXyvkCtRphYjzMmTOnUs4nEi2mT5/Onm/2cnWzgmoxWuI4twsGZxey8etN+r12WEULEweMMTcYY2LKbjcABysjmIiIiMgpDAX2AZ8ZY/5jjOkNVKO3zFJRs2fPBlcMgbQmlXNClxtfrcZ8Nmcufn/1+dZY5GTy8/MZ8/prtKsd4Lw61e/vffd6XhqnhBj5yst4vV6n49RYFS1M/AK4htI3BXuBYcDNFQ0lIiIicirW2inW2muBtsAc4NdAljHm38aYyxwNJ47z+/18/Mkn+Gs1Bnds5Z23TgsKC/LVBFNqjFGjRnE0P5+ftqxeoyWOcxm4vkU++3LzePvtt52OU2NVdLLdE8Bwa+1hAGNMOvB3SgsWUoUWjBxQ7raLbpsRxiQiIiLOstYWAm8Db5e9F7ka+B3wsaPBxFELFy4k/9gx/K26Vup5g7UaQmwiM2fOpEePHpV6bpFIs379eqZNm0qfhsVkp5zWTLmo1D49wEVZXt4Z+za9e/emadOmTkeqcSo6YuLc40UJgLJ5mJ0reE4RERGRs2KtPWStfcVae6nTWcRZM2bMgNjE0kJCZTIuvOkt+Oqrrzhw4EDlnlskgni9Xv7y1JPUjoMhzYudjlPlftqykDhXkKf/8pRW3nFARQsTLmNM7eMPyr6lqHjLYxERERGRs7Rv3z4WLlyIt04rMBV9u/u//BltCIVCfPDBB5V+bpFI8eqrr7Jz125uaXOMRLd1Ok6VS4uz3Ngyn/UbNjJ+/Hin49Q4FX2l/gfwpTHmCWPM48CXwF8rHktERERE5OzMmDEDay3+jDZVcn4bn0owtQFTp03XN6tSLS1evJgJEyZwacMSOlbDhpfl6Zbl48JML6+99irr1q1zOk6NUqHChLX2DUo7YucC+4Eh1to3KyOYiIiIiMiZ8nq9TJ02jUBaE2xccpVdx5fZjoMH9vP5559X2TVEnHDo0CGeevLPNEwO8bOWhU7HCStj4OY2haTFhnjiT49RUFDgdKQao8Jj26y166y1L1prR1hrVVYSEREREcfMmjWL/GPH8GV1qNLrBNIaQ3wq706cWKXXEQmnYDDIE088TkH+Ue5qf4zYGKcThV+Sx3Jn+6Pk5uXx178+g7XVfxpLJKj8SXciIiIiIg6w1jJu/HhsYjrBlHpVezHjoiSjLWvXrGH9+vVVey2RMBk9ejTLl69geKsCGiVX31U4TqVVrQDXtChk3rz5TFTxMSxUmBARERGRamHhwoXs3LGDkqxzSsdkVzF/RhuMO4533hlX5dcSqWoLFy7kzTffpEf9Eno28Dodx3F9G5fQpa6Pl1/+N2vXrnU6TrWnFTTC7OsXB5W7rfXdU8OYRERERKR6GTv2HYhLJpDePDwXjPFQUrcN8+fPY/fu3TRq1Cg81xWpZPv27ePPTzxO45QQP29ds/pKlMcY+GW7Av6w1MNjf3yU/4x6jbS0NKdjVVsaMSEiIiIiUW/t2rWsWrWSksz24ArfW1x/vfZgXIwbp1ETEp38fj+PPfZHAt5C7u1wlLga2FeiPEkeyz0djnLk0CH+/OcnCIVCTkeqtlSYEBEREZGo99Zbb2E88VW2RGh5rCcRb51WzPzwQ/bv3x/Wa4tUhlGjRrFhw0ZuaZNPVqI+eP9QdkqQ61sVsGTJUhUgq5CmckSgFf8eWO62TndMD2MSERERkci3efNmFixYgLdhF4jxhP36vvodiT2wkQkTJnDXXXeF/foiZ2vRokWMHz+eSxuWcGGmz+k4vPV1IjvyS4dsPLUslSbJAW5oXeRwKujVwMu6wx5GjRpFp06daN++vdORqh2NmBARERGRqPbmm29i3LH4Mts5cn0bl4I/vQXvTZ3KkSNHHMkgcqby8/N55um/0DA5xM9aRkZfiZ0FboqDLoqDLjYc8bCzIDK+RzcGftG2kNpxIf7y1JN4vWoOWtlUmBARERGRqLVjxw7mzptHSUZbcMc5lsNb/zz8Ph8TJkxwLIPImRgxYgRHDh/mtrbHiFVfiVNKdFtubXOUXbv3MGrUKKfjVDsqTIiIiIhI1Hrrrbcwrhj8WR0czWETauFPb8akyZM5duyYo1lETmXlypV8/PHH9G9SRLPUoNNxokaH9ACXNixh0sSJbNmyxek41UrYCxPGmHhjzCJjzEpjzFpjzJ/Knm9mjFlojNlkjBlvjIkNdzYRERERiR579uzh008/xVu3LdaT4HQcfPXPw1tSwqRJk5yOIlKuQCDA8889R90EGJhd7HScqDOseRGJHsvzz/8Ta63TcaoNJ0ZMeIFLrbXnAZ2AK4wx3YBngOesta2Aw8AtDmQTERERkSgxduxYMC589c5xOgoAocR0ArWb8O7EiRQVOd+wT3xHtIcAACAASURBVOREPvvsM7Zu3851LfK1NOhZSPZYhjUrYNWq1SxevNjpONVG2AsTtlRB2UNP2c0ClwITy54fA1wV7mwiIiIiEh0OHDjAhx99hLdOK2xsotNxvuWtdx5FhYVMmzbN6Sgi/yMUCvHWG2NolBwiJ8P5VTiiVc/6XuokwBtjxmjURCVxpMeEMSbGGLMCyAM+AbYAR6y1gbJddgMNncgmIiIiIpHv3XffJRgM4qvf0eko3xNKziCY2oBx4yfg8+mDn0SWxYsXs2PXbgY0KcRlnE4Tvdwu6NuokDVr17Jx40an41QLjhQmrLVBa20noBFwIXCitZ1OWHoyxtxmjFlijFmyf//+qowpIiIiIhGosLCQadOm46+djY1LcTrO//DW68iRw4eYPXu201FEvuejjz4iyQMXZKpoVlHd63nxuODjjz92Okq14OiqHNbaI8AcoBuQZow5vlBtI+Cbco4Zaa3NsdbmZGRkhCeoiIiIiESMDz74gOLiInxZkdFb4oeCqQ2wiemMGz9Bw7wlYni9Xr74fD5dM0vwaG3GCkvyWDrX9TL7008IhUJOx4l6TqzKkWGMSSu7nwD8BFgPfAYMK9ttODA13NlEREREJLKFQiEmTZ5MKCWLUHKEfkllDN7M9mzftpVVq1Y5nUYEgLVr1+L1+TmvjkZLVJbz6vg5ciyfbdu2OR0l6rlPvUulqw+MMcbEUFoYmWCtnWGMWQeMM8b8GVgOvOpAtmrjs1H9y93W69b3w5hEREREpPIsW7aMfXv34m1+idNRTsqf3pyE3YuZNm0a5513ntNxRFi5ciXGQJu0wKl3ltPSrrYfKP3ZtmjRwuE00c2JVTlWWWs7W2vPtdaeY619vOz5rdbaC621La21V1trveHOJiIiIjVLWUPu5caYGWWPmxljFhpjNhljxhtjYp3OKN83ffp0jCeeQO2mTkc5uRg33vTmzJk7l6NHjzqdRoRt27aRlWhJdGt6UWWpGx8iOdZoxEQl0OwiERERqcnuo3RK6XHPAM9Za1sBh4FbHEklJ1RQUMAXX3yJt3ZzcDkx8PfM+DNaEwwEmDNnjtNRRNi1cwf1E/xOx6h26iX42blzh9Mxop4KEyIiIlIjGWMaAf2BUWWPDXApMLFslzHAVc6kkxOZP38+gYAff53mTkc5LaGEdEhI49NZs5yOIsLBgwdJj1OTxsqWHhfk4IEDTseIeipMiIiISE31T+D/AcffqdcBjlhrj0/A3g00dCKYnNicOXMgPpVQUoQ2vfwhY/DWbsbqVas4ePCg02mkBguFQhQUFJLsUWGisiV7LPnHjjkdI+qpMCEiIiI1jjFmAJBnrV363adPsOsJJ2MbY24zxiwxxizZv39/lWSU7yspKWHZsmX4ajUCc6L/VZEpULsJAIsWLXI4idRkPp+PkLXEx6i/RGVLiLEUlZQ4HSPqqTAhIiIiNVF34EpjzHZgHKVTOP4JpBljjjcvaAR8c6KDrbUjrbU51tqcjIwo+fY+yi1fvhy/30+gVmOno5yRUEI6Ji6JBQsWOB1FarBgMAiAK3pqelHDZSyhkEaiVJQKEyIiIlLjWGsfstY2stZmA9cBs6211wOfAcPKdhsOTHUoovzA8uXLwRVDMCXL6Shnxhh8KQ1Yumy5PryIY47/3YuiwUZRwxiwIY1EqSgVJkRERET+60HgAWPMZkp7TrzqcB4ps3zFCoJJGVGxGscPBVLqUViQz44d6twvzjBlFQmrz8+VzlowGopSYdH3yi4iIiJSiay1c4A5Zfe3Ahc6mUf+V3FxMVs2byaQ1dHpKGclmFw6ymPVqlU0a9bM4TRSE7lcpd9H64v9yheyBpeGolSYRkyIiIiISETbtGkToVCIYHJ09vOwcSmY2AQ2btzodBSpoYw+OFcpY/SxuqL0ExQRERGRiHb8A30oqa7DSc6SMfgT0lm3br3TSaSG+nYqh8M5qiP9TCuHChMiIiIiEtE2btyIiUvCehKdjnLWgkkZ7NixnRItKygO8Pv9ALg1cKLSxRhLoGzVEzl7KkyIiIiISERbv2EDvoQ6VXLuuJ1fEVN0kJiigyRs+IC4nV9VyXVCiXWw1rJly5YqOb/IyXxbmHDp+/3K5nGVrnoSCAScjhLVVJgQERERkYhVWFjIN3v2EEqsmsKEq+gQJujHBP248/fhKjpUJdcJluVXnwlxQn5+PgCJbhUmKtvxn2lBQYHDSaKbChMiIiIiErHWr1+PtZZgcqbTUSrExiZh4pJYu3at01GkBjp69CgAqbEqTFS21NgQAIcPH3Y4SXRTYUJEREREItbq1avBmKhdkeNbxuBLzGDlqlVOJ5EaaN++fQCkx6kXQmVLjystTOTm5jqcJLqpMCEiIiIiEWvJkqXYxDoQE+t0lAoLptTjwP797Nq1y+koUsPs2LGDGAOZCSGno5xUccAQHx/PsGHDiI+PpzgQ+d066yeVFnt27NjhcJLopsKEiIiIiESkI0eOsG7dWny1GjkdpVIE0hoD8OWXXzqcRGqaTZu+pl5SCHeEf/orChgGDBjA3XffTf/+/SmKgsJEiseSFg+bNm1yOkpUczsdQCLblNf6lrtt8C9mhjGJiIiI1DSff/451loCaU2cjlIpbFwKNjGdOXPncu211zodR2qIYDDImtWr6Vrb53SUU0p0W2bMmIG1lvfff5+sKGnW2SrFy6qVK5yOEdUivGYmIiIiIjWRtZbJU6ZgE9OrbEUOJ3jrtGT9unX6dlXCZsOGDRQVl9A2ze90lFNKcFtKSkqYNGkSJSUlJERJYaJt7QB5+w+we/dup6NELRUmRERERCTirF69mq1btuDNbAcm8odzny5/3VaYGA+TJk1yOorUEPPnzyfGBefWifzCRLTqXLd0NMq8efMcThK9VJgQERERkYgSCoV4+eVXMLEJ+NNbOB2ncrnj8NZpyccff8K2bducTiPVXCgUYs5ns+lQ20+SJzpGH0SjuvEhmqUGmT17ltNRopYKEyIiIiISUT766CPWrVtLUYPzIab6tUTzNeiMjfHw7HPPYa0+LErVWbZsGfty87i4XonTUaq9i+uVsHnzFjZu3Oh0lKikwoSIiIiIRIy8vDz+9e9/E0rJJFC3ldNxqoT1xFPcoAurV61i2rRpTseRamzq1Kkkx8L5GZHf+DLa/SjLiycG/U6fJRUmRERERCQilJSU8NDDj1BQVEJx04urVW+JH/JntCFYqxHPv/ACK1eudDqOVEO7d+/m88/n8+P6xXj0qa/KJXks3bNK+Pjjjzh06JDTcaJO9RsbJxJF+r33cLnbPrjqqTAmERERcVYoFOLpp59my+ZNFLXqQyghzelIVcsYippfQsqG9/n9o4/yyssv06BBA6dTSTUyYcIEYgxc1qjY6Sg1Rt/Gxcz9Jp7Jkydz6623Oh0nqqh2JiIiIiKO8vv9/PnPf2bOnDmUNLqAYFpjpyOFhzuOgpa9KSj2cs8997Jjxw6nE0k1kZeXx8wP3qdHvRLS4tTHJFzqJ4U4P8PL5EmTyM/PdzpOVFFhQkREREQcU1JSwsOPPMLs2bPxNsrBX7+j05HCysbXoqB1Xw7lF3HX3Xezfv16pyNJNTB27FhCwSADmmq0RLhdlV1MUXExEydOdDpKVFFhQkREREQcsXfvXu67734WL1pESXZ3fPXPdTqSI0KJ6eS36UeB33D//b9m9uzZTkeSKJabm8v7M6bTo34JGQkhp+PUOE1SguRk+Hh3wniOHTvmdJyoEfYeE8aYxsAbQD0gBIy01j5vjEkHxgPZwHbgGmvt4XDnq0lmvtqv3G19b/kgjElERESkppk7dy7P/PWvFHv9FLe8lEDtbKcjOcrGp1LQph+hLbN5/PHHWbp0Kffccw/x8fFOR5Mo88Ybb2BDQa7M1mgJpwxpVsTSRbGMGzeO2267zek4UcGJERMB4DfW2nZAN+AuY0x74HfALGttK2BW2WMRERERqUaKi4t59tln+eMf/0iBSSS//aAaX5Q4zsYmUtimH9765/L+++9z269+xdatW52OJVFk7969fPjhTH7coJi68Rot4ZRGyUG6Zpb2mjhy5IjTcaJC2AsT1tq91tplZffzgfVAQ2AQMKZstzHAVeHOJiIiIiJVw1rL/PnzufHnP2fatGn46nWksE0/bFyK09Eii8uFr1EORa0vZ9fePG699Zf861//oqioyOlkEgXeeustXDbEgKYlTkep8QY1K8br9TJ+/Hino0QFR3tMGGOygc7AQiDLWrsXSosXQGY5x9xmjFlijFmyf//+cEUVERERkbO0Z88eHnzwQR599FH2FwYpatsPb+MLwBXjdLSIFazVkPz2gylJb8GECRO44cYbmTNnDtZqhQU5sdzcXD78cCaXNCgmPU6jJZzWMClItywvUyZPVq+J0+BYYcIYkwxMAu631p72/ylr7UhrbY61NicjI6PqAoqIiIhIhRw7doxXXnmF4cNvYvGyFZQ07kpB+ysJptRzOlpUsJ54vM0uprDdAA6WwGOPPcavH3hAK3fICb377rsQCtGviUZLRIoBTYsp8XqZOnWq01EiniOFCWOMh9KixNvW2sllT+caY+qXba8P5DmRTURERKo/Y0y8MWaRMWalMWatMeZPZc83M8YsNMZsMsaMN8bEOp01GhUWFjJ69GiuvfY63nnnHYprNSG/wxD89TqA0aJwZyqUnElBu4GUNOnGyjXrueOOO3j44YfZsmWL09EkQhQUFDBj+nS6ZnrVWyKCNE4Ocm4dP5Mmvovf73c6TkQL+78MxhgDvAqst9Y++51N04DhZfeHAyoriYiISFXxApdaa88DOgFXGGO6Ac8Az5U14z4M3OJgxqhTXFzMuHHjuPa66xg9ejT58RkUdhhMSfNLsLGJTseLbsaFP6s9xzpejbdhFxYsWsott97K448/zo4dO5xOJw6bNWsWJV4vlzXWShyR5rJGxRw5eowvvvjC6SgRLezLhQLdgRuB1caYFWXPPQw8DUwwxtwC7ASudiCb1ACPvHtFuduevPrDMCYRERGn2NKJ+gVlDz1lNwtcCvys7PkxwGPAv8OdL9ocPnyYKVOmMGnyFAoL8gnWakhJ+16Ekuo6Ha36ifHga9AJX2Y7Yvet5rO585n92Wd0/1F3fvazn9KhQwenE4oDZkyfRpOUEM1Sgk5HkR84J91PnQSYMWM6P/7xj52OE7HCXpiw1n4OmHI29w5nFhEREam5jDExwFKgJfASsAU4Yq0NlO2ym9KVw6Qcu3fvZsKECcycORO/30+gdhO87S4hlHzCHuZSmdxx+Brl4M/qgCdvPV8uWswXX3xOh3PO4fqf/Yxu3brhcmnaTE2wd+9eNm3ewk9bFmPK+5QljnEZ+FFmEe8vW05+fj4pKVqJ6EScGDEhIiIi4jhrbRDoZIxJA6YA7U6024mONcbcBtwG0KRJkyrLGImstaxYsYLJkyfz+eefY40LX50W+LI6YhNqOR2vxrGeBHwNu+Cr1xHPga9Zu2ktDz/8MI0bN2HYsKH06dOHxERNo6nOFixYAEDnuj6Hk0h5utT1M31HiK+++oo+ffo4HSciqTAhIiIiNZq19ogxZg7QDUgzxrjLRk00Ar4p55iRwEiAnJycGrF+Y1FREZ988gmTJk9m544dGE88JVkd8We1V/+ISBDjwZ/VAX9GO9yHt7Ezdy3PPfccL7/8Cv369WXQoEE1rohWU6xcuZKMBKiXqKaXkapZaoBEj2HVqlUqTJRDhQmRCNZvylPlbvtg8MNhTCIiUr0YYzIAf1lRIgH4CaWNLz8DhgHjUDNuAHbu3MnUqVP54IOZFBcXYZPqUJJ9MYE6zcGlt5IRx+UiUKcFBenNcRXux5+7nklTpjBp0iTOz8lhyODBdOvWjZiYGKeTSiXZuGE92clep2PISbgMNE328fXXG52OErH0r4mIiIjURPWBMWV9JlzABGvtDGPMOmCcMebPwHJKVxKrcXw+H/Pnz2fatGmsXLkSXC78adn4stsTSspAE9mjgDGEkjMpSc7E678Qz/6NLF29nqVLllCnTl0GDhxAv379yMxUP5Bo5vf72ZebR7dsNb2MdI2SAnyxc6fTMSKWChMiIiJS41hrVwGdT/D8VuDC8CeKDLt27WL69Ol8MHMmBfn5EJ+Kt+H5+DNaYT2arhGtrCehdCWPeufiPrKTvAMbGT16NGPGjKFbt24MHDiQrl27ahRFFMrPzwcgNVbTOCJdisdSVFxCIBDA7dbH8B/ST0Sq3Ogxl5W77abhH4cxiYiIiPyQ1+tl/vz5TJ8+vXR0hHHhT2uCv/WPCKY20OiI6sTlIpCeTSA9G1NyDM+Br/lq6UoWLFhAnTp1GTCgP/369SMrK8vppHKaiouLAYhTTSnixcWUtiMqLi7WyhwnoMKEiIiISA20bds2ZsyYwYcffUxhgUZH1DQ2PhVfoxx8Dbp8O4pizJgxvPHGG1xwwQUMHDiQiy66SN/sRrikpCQAigMqIEa64oDBGKNVcsqhVxoRERGRGqK4uJg5c+Ywbfp01q9bV9o7olZTjY6oyb47isKbj2f/1yxauZZFixaRllabfv360r9/fxo2bOh0UjmB5ORkXMZw1Kff3Uh31OciOSlRU6bKocKEiIiISDW3fft2pk2bxswPP6S4qAgS0ihpfAGBOi2xngSn40mEsHEp+Bqdj69hZ2KO7iawfyNj33mHsWPH0uX88xl81VUaRRFh3G43zZpls+3w10Cxw2nkZLbmx9KyVWunY0QsvapIhY0bfXm526676aMwJoG/jCs/y0PXnV6WOyZfUe62fw/58IwziYiIOOH4yhrvTZ3K6lWrwBWDP60p/iZtCSZnaXTEcUEf8fHxDBgwgBkzZlAQ9DmdyHnGRTCtCcVpTTC+QjwHNrFszUaWLX2U2ul1uHLgAPr3768VPSLEOR3P5aP3t+MPgcfldJqKaZIcYEd+6YiCpilBmiQHHE5UOQr9hp0FLi7p2NHpKBFLhQkRERGRauTgwYNMmTKFqdOmk3/saGnviEY5+Ou20uiIEzABHwOuHMDdd9+NtZYJ08P7pUqks7FJpSt61D8X95FdBPaX9qJ48803ueiiH3HNNVdz7rnnYlTocszFF1/M1KlTWbo/lm5Z0V1Yu6F1ETsLSj+iPtzlmMNpKs+C3Fishe7duzsdJWKpMCEiIiJSDWzdupUJEybwySefEAwGy1bW6EowtaFGR5yEdccyY8YMrLW8//77WLca052QcRGo3ZRA7aalK3rs38iXi5bwxRef06p1a3563XX07NlT0zwccP7551M/K5NZewJ0zfTp1z3ChCzM/iaR1q1a0qZNG6fjRCy9coiIiIhEKWstS5cu5Z1x41i6ZAkmxo23Tmt8WR2w8alOx4sOMbGUFB1i0qRJpY9T0pzNEwVsfCq+xhfga9AZz8HNbNq1lscff5yMzEyuufpq+vfvr5UHwsjlcjHsmmsZMWIEKw566FzX73Qk+Y4v9sWxu8DFI9dc63SUiKbChIgA0H/Sf8rd9v7QX4YxiYiInI41a9bwr3/9m3Xr1kJsIt6G5+PLbAvuOKejSU0R48af2RZ/RhvcR3aSm7uWl156iTFvvMHNN93ElVdeicfjcTpljTBo0CCmvjeFsZt30aH2IWK18ENEKAoYJmxNpn27tvTu3dvpOBEtytujiIiIiNQsu3fv5g9/+AN333036zZvo6Tpj8jveDW+BuepKCHOMIZA7aYUtu1HYbsBHDUpjBgxgp//fDhz5szBWut0wmrP7XZz7333k1tkePPrJKfjCGAt/Gd9Mvl+F/fedz8ulz56n4x+OiIiIiJRwOv18uKLL/Lznw9n/hcL8DboTP45Q/FntgWXvh6VyBBKzqSo9eUUterDN0dLeOyxx7jjzjvZunWr09GqvZycHG644Qbm7o1n7jcqUjrtg53xLN0fyx133EHbtm2djhPxNJVDIsIrb5a/zOevblR3bBERqdkOHDjAI4/8no0bN+DLaI2vYResR3P4JUIZQzCtMQW1GuI5sJmNW5Zyxx138vvfP0KPHj2cTlet3Xzzzaxft47Ry5eR7Alxfob6TThh/t44JmxJ4pJLejJs2DCn40QFjZgQERERiWBr167l1l/extebt1Dc8lK82RerKCHRwbjwZ7Qmv90gij0pPProo4wZM4ZQKOR0smorJiaGx594glatW/Pi2lRWHlSPj3D7KjeWURuS6dKlCw8//IiW0j1NKkyIiIiIRKidO3dy3/33c6Q4QEHb/gRqZzsdSeSM2dhECtv0xV+nBa+//jpvvPGG05GqtaSkJP7293/QrHkLnl+dyhf7Yp2OVGN8sjuef69L4dyO5/LkU08RF6cpNadLhQkRERGRCDV27FiCIUtBm36EEtOdjiNy9lxuSpr1xF+7KePHT6CgoMDpRNVaSkoKzz33T87peB6vrEth8tYE1IO06oQsvPV1Im9+ncRFF13E0888Q3x8vNOxoop6TIhUkb5T7yx328xB/6q06/Sf/Gy5294f8kClXQdgwKTR5W6bMfSmSr2WiEhNl5uby8cff4K3bhtsrKZuSDVgDL76nSheN5WpU6dy/fXXO52oWktJSeFvf/87//jHP3jvww/ZXejmlrYFJHlUoahMR32GV9alsOaQh6uvvprbb7+dmBg1JD5TKkyIiIiIRKBdu3YRCgUJpmQ5HUWk0oQSaoM7Tqt0hInH4+HBBx+kWbNmjBz5Co8u8XBn+2O0rBVwOlq1sOaQh1fWp1Ic8vDb397HgAEDnI4UtTSVQ0RERCQCderUibTatfEc2OR0FJFK4z6yAwJeevfu7XSUGsMYw7XXXsuIES/iTs3iyWW1eG9bAgH1ID1rviCM25zI31akkpbZiJdfeUVFiQpSYUJEREQkArndbq4cOBD30d24D2x2Oo5IhZmSY8R/s5yMzEy6du3qdJwap3379vxn1Ktc0utSJm9L5E9La7MjX1MOztSmo25+vySdD3Ym0H/AAF4e+R+aN2/udKyop6kcImfhimn9yt324ZUfhDGJiIhUZ1dffTXLli9nzep5+I99Q0nTiyBGy/9J9HEf3ELizgUkxsXy//7vEc3Bd0hKSgp/+MMf6NWrF889+w8eW+Kif5MirswuJlb/S06qOGCYtDWBT3YnkJmZwd//9CA5OTlOx6o2NGJCREREJEKlpKTwz+eeY/jw4cQe2kLK+mnE5O9D7fUlWhh/EfHb5pOwdS7t2rTitdde5YILLnA6Vo3Xo0cPRo95g59cdjnTdiTy0KJ0lh9Q0fNErIUF+2J5cFE6n+xJ4MpBg3h99BgVJSqZRkyIiIiIRDC3283NN99M586defyJJ2DDB4SSMvBmtSdQOxtc+pqzIkKJ6diigwAEE+toWdZK4io8QGzuOjyHt2Ks5YYbb2T48OG43fr4ESlSU1N56KGHuOKKK/jnc8/y3KpddK7r4/pWhWQmqAEFwJ7CGN78Opl1h920btWSp3/zW9q2bet0rGrJkVcGY8xrwAAgz1p7Ttlz6cB4IBvYDlxjrT3sRD4RERGRSNOpUyfefustPv74Y96dOJHdW+diYhdTktEWf0YbrCfB6YhRydukG66iQwAUty1/qqacBhvCfXgnsXnriMnfR1xcPP2vuoohQ4bQqFEjp9NJOTp37syrr73OxIkTGf36azy0MJYrGhcxoGkxCTW0jlTgN7y3LYFP9ySQmJjIr3/9KwYMGKApSFXIqb9qo4EXgTe+89zvgFnW2qeNMb8re/ygA9lEREREIlJCQgKDBg1i4MCBLF68mHcnTmTJ4sXE712Jr1YjArWzCaQ1hphYp6NKTWEtroI8PIe3E3tkB3gLyMjM5Oob76Rv376kpKQ4nVBOg9vt5rrrrqN3796MHDmS6Z98wvzcRK5uVkD3el5cxumE4REMwWffxDF5ezJFfsOAgQP5xS9+QVpamtPRqj1HChPW2nnGmOwfPD0I+HHZ/THAHFSYEBEREfkfLpeLrl270rVrV7Zv387UqVP5bM5cjmydC64YAikN8NduSqB2E3DHOx1XqhsbIiZ/H+7D24k7shPrKyLG7SYnJ4d+ffvSvXt3TdmIUhkZGTzyyCMMHjyYES88z3/Wb+TTPQn8tEUBbWsHnI5XpVYd9PDOlmT2FLjo3KkTd99zDy1atHA6Vo0RSa8YWdbavQDW2r3GmEynA4mIiEj1ZIxpTOnIzXpACBhprX0+GqeWZmdnc99993HPPfewdu1a5s2bx5y5c9m//XPYYQim1C8tUtRqhI3Tt9dyloJ+YvL34j68k7iju7D+YjyxsXTr2pVLLrmEbt26kZyc7HRKqSTt27fnpX/9m1mzZjHylZd5ankMORk+rm1RSFZi9eo/sbsghnc2J7H6kIeGDerzxIN3cvHFF2NMDRkmEiEiqTBxWowxtwG3ATRp0sThNBJOz4+9vNxt9/3sozAmERGRaiAA/MZau8wYkwIsNcZ8AtxElE4tdblcdOzYkY4dO3LnnXeyceNG5s2bx2dz5rJ3x4LSnRJq4UupTzC1IYHU+pryUUYNL0/AhnAVHsR9bA/uY98QU5gHoRDxCQn8qMdFXHLJJVx44YUkJKi3SXXlcrno06cPPXr0YMKECYx9+22WL4rlskbFDMouJtFdNasDNUkOz8iMYz7D5G2JfPZNPEmJidx1181cddVVeDxancQJkVSYyDXG1C8bLVEfyDvRTtbakcBIgJycHK2VJSIiImesbJTm8ZGa+caY9UBDqsnUUmMMbdu2pW3btvzyl79k586dLF68mMWLF7N8xQp8eRvAGILJmQRSGhCo1ZBQUl0wNXMleW+Tbk5HiAjGW4D72B5iju4htmAf1l8CQPMWLbjwgmvIycmhY8eOxMXFOZxUwik+Pp6f//zn9O/fn1GjRvHhhzP5IjeBIdkFXFLfS0wlv2zc0Lqock/4A4EQfLI73cl6xgAAIABJREFUnqk7kigJurjqqkHcdNNN1KpVq0qvKycXSYWJacBw4OmyP6c6G0dERERqgrK+V52BhVTDqaXGGJo2bUrTpk0ZNmwYPp+PtWvXsnTpUhYuWsTmTSuw3yzHuOPwJWcRTKlPMLUeoYR00FDmas34iojJ30dM/l5iC/ZB8VEAaqenc+Gll3DBBRfQpUsX0tM1okSgTp06PPjggwwePJgXXxzB6FWr+XRPIje2yqddlPSfWHnAw9tbUthXaOh64YXcedddNG3a1OlYgnPLhb5D6bcRdY0xu4E/UlqQmGCMuQXYCVztRDYRERGpOYwxycAk4H5r7bHTnVMczVNLY2Nj6dy5M507d+bWW2/l6NGjLFu2jMWLF7Ns2XL27VoIgPHE4UtSoaI6Mf4iYo7tIyZ/X1kh4ggA8QkJnHfuueTk5JCTk0N2drbm10u5WrduzfPPv8C8efP410sv8pflLrplermuZRHp8ZHZfyK3yMXYzUksPxBL40YNeeYP99K1a1enY8l3OLUqx0/L2dQ7rEFERESkxjLGeCgtSrxtrZ1c9nSNm1paq1YtevXqRa9evQDIy8tjxYoVrFixQoWKKHeqQkTnzp3p1KkTLVu21CoackaMMd82PR07dizvjB3L8kXxXNW0gCsal1T69I6z5QvCjB0JvL8zEXdsHLfffjNDhw5VH4kIpFcgERERqXFM6dfBrwLrrbXPfmdTjZ9ampmZyWWXXcZll10GnE6hoh7BlPqEEmvX2B4VkaJ0asbeskJErgoRUuXi4uK4+eabueKKKxgxYgTjv/ySr/ISuLnNMZqnBh3NtuGwm9e/TmVvoaF3797ccccd1K1b19FMUj69IomIiEhN1B24EVhtjFlR9tzDaGrp/zhpoWL5CvbtWgSAccfhT84k8G2hIl2FiipmfIXf6RGR+22PiISERM4771w6deqkQoSERf369XnqqaeYN28ezz/3LH9a6uLyRsUMa15EbEx4sxQHDO9sTmTON/HUz8rkb4/9HxdccEF4Q8gZ0yuUSA3Qf/JL5W57f8hdYUxSea6c+H6526YN689VEz8pd/t7w/oAMHjSvHL3mTK059mHE5GIZ639HChvHoKmlp7EiQoVK1euZOXKlSxdtpy9uxYDYNyx+JOyCKTWJ5jagFBCbU39qCDjLybm2F5i8r/5fiEiMbGsCHHet4WImJgwfxoUAXr27EmXLl0YOXIk06ZNY/XhOH7V7hjZKeEZPbHxiJuR61M5WOLi2muv4aabbtKStlFChQkREREROWuZmZn06dOHPn1Ki74HDhxg5cqVrFixgiVLl7H3+IiK2AR8yfUIpjYgkNoAG5fiZOzoEPQTk78P97Fv8OTvxRQdAkpHRHTu3OnbqRnNmzdXIUIiRnJyMg888AA9e/bkL089yZ+WuhjarJB+TUpwVVFtMhCC97YlMH1nIvUyM3nhb3/gnHPOqZqLSZVQYUJEREREKk3dunXp3bs3vXuXDjzJzc1l2bJlLF26lCVLlnJk+7bSHeNT8aXUI5jSgECthuCOczB1hLAhYgryiDn2De78vcQU7Acbwu32cE7Hc8g5fwhdunShdevWmpohES8nJ4fXXh/Ns8/+gwlz57HpqIdftS8g0V25/YKP+QwvrU1l/WE3V1xxBffeey+JiYmVeg2penpFExEREZEqk5WVRd++fenbty/WWnbs2MHSpUtZunQpy5evoHj/12AMoeRM/LUaE6jVmFBCWs2Z9hEowX10D+4ju4g9tgcb8GKMoVXr1uSc35suXbrQsWNH4uJUuJHoU6tWLR577E9MmTKFl156kT8t9XDfOUdokFQ5y4puOxbDC2vTyA94eOih33L55ZdXynkl/FSYEBGpRl6ffMKVDQG4eUhmGJOIiPwvYwzZ2dlkZ2czdOhQAoEAGzduZOHChXzxxZds2bKEuN1LID4FX2ojAmmNCabUA1c1estqLa7iI7iP7sJ9dBcxBXlgLSmptej+k15069aN888/n5QUTXWR6sEYw5AhQ2jRogV/fPT3PL7M8Jtzj9KqVqBC51110MMLa1KpVbsOI558ijZt2lRSYnFCNXqVFxEREZFo4na76dChAx06dOAXv/gF+/fv56uvvmLBggUsXrIEf956TIwbX0oDAunNCaQ1gZgofPtqLa7CA3gObSX26E4oyQegRYuWdB98ORdddBFt2rTB5dIqJlJ9nXfeebw88j/85oFf89cVcF/HY5yT7j+rcy3Ki+Xf61Jo1qw5f/3b30lPT6/ktBJuUfjKLiIiIiLVUUZGBgMHDmTgwIF4vV5WrFjBggULmDtvPoe3zsHEePClNcFfpwXB1AYRvxypKTmK5+AW4g5vg+KjxLjdXJBzAd27/4iuXbuSmamRbFKz1KtXjxEvvsRvf/MAz67azm/OPUqH9DMbObE4L5aX1qbQvl17nn7mGY0uqiZUmBARERGRiBMXF0fXrl3p2rUr99xzD6tWreLTTz/lszlzKPp6C8aTgLd2Nv46LQglZURMTwrjL8J9cCuxh7biKjyAMYbzOnWiz09+Qs+ePfUhSmq89PR0nn9hBPfeczcvrN3B7zsfoXHy6S0nuumom5fXp9CuXTv+/o9/aCnQakSFCRGpNAMmvl3uthnDrg9jkvC6etLqcre9O7RjGJOIiFRPMTExdO7cmc6dO3PfffexcOFCPv30U7788kv8eeuxSXUpyepAoHYzcGg6hKvwILG5a/Ac3gahEC1bteKyPtfQq1cvMjIyHMkkEqlSUlJ45q9/447bf8U/VsHjOYdIjT35ah37i108t7oWmVn1eeqpv6goUc2oMCEiIiIiUSM2NpYePXrQo0cPCgsLmT17NuMnTGD31rkQtwRvRjt8GW3Cs/yotcQc3UVc7lpiju0lLj6eAYMHc+WVV9K0adOqv75IFMvMzOTpZ/7KnXfczqsbkrm/Y365A59CFkauTyEUE88zf/0baWlp4Q0rVU6FCRERERGJSklJSQwcOJD+/fuzePFixo8fz7JlS4jfuxJv3dZ4G3SqmgKFtbgPbSVh7wooPkqdOnW5+vbb6d+/v6ZqiJyBVq1acduvbuell15i3t44LmngPeF+H+yMZ+MRNw8//ACNGjUKc0oJBxUmRCSsBkycUO62GcOuAWDgxCnl7jN92OBKz3QyQyctKnfbpKEXhjEJPDtlX7nbHhhcr9KuM3P8gZNu73tt3Uq7lohIZXC5XN/2o9i8eTPvvvsuH3/8MXGHtlDc8Hz8dVtVWqNMV9FBEnZ+hSs/l+YtWnD9z+7lkksuwe3W22qRszF06FDmz5/H+A2ruSDTR6L7+1M6jngNU7cncfHF3enTp49DKaWqRXYrYxERERGRM9CyZUseeughRo0axTltWxO//QuS1s/AVZBXsRMHvMTtWEDSumnUMsX83//9H6P+8x969+6tooRIBbhcLu66624KfPD+jvj/2T5lWyIBXNx++x2YCGlyK5VPhQkRERERqXZatGjBCy88z6OPPkqduBBJ62cQ+81KsCdvsHcirsIDpKx7j7j9Gxh81VWMfftt+vfvj8uhRpsi1U2bNm3o1asXn+5JpPg7q4ce8Rrm7Y1n4MArNYWjmtOrqYiIiIhUS8YYevfuzdtvvUXv3r2J27OU+K3zIBQ49cFl3Ie2kbzxA+qmJvLyyy9z3333qY+ESBUYNmwYxQFYkPvfvjDz9sYTtDBkyBAHk0k4aNyZiEgYXDd5W7nbxg1pFsYk4bPo9fKHTV94cyYAq0eWv0/H2zIrLcu+v28pd1u937aotOuISGRKTEzk97//Pc2aNWPUqFHEeI8SSM465XEmUILn4Bbate/Ak0/+mdq1a4chrUjN1L59e1o0b8b8fZu5tKEXa2H+vgQ6d+pEkyZNnI4nVUyFCRERERGp9owx3HDDDTRp0oTn/vk8xcfKLxj/9xi4tH9/7rvvPmJjY8OQUqTmMsZwyY978fpr28gtclEYMOQWGX7Wq5fT0SQMVJgQERERkRqjZ8+e9OzZ0+kYInICF110Ea+99hr/99V/Ryd169bNwUQSLipMiIiIiIiIiONatWrFo48+yuHDhwHIysoiK+vU064k+qkwISISAX43ZU+5254e3LBSrzVp0oFytw0dWrdSrxUOe/+6t9xt9f9f/dM+z75n15S7rd4D55xRJhERETk7vXv3djqCOECrcoiIiIiIiIiIY1SYEBERERERERHHaCqHiIicsTlv7S93249vyAhjksiT+8Ln5W7LuvfiMCYRERERiQ4aMSEiIiIiIiIijlFhQkREREREREQco8KEiIiIiIiIiDgm4npMGGOuAJ4HYoBR1tqnHY4kIiIO2jwit9xtLe8J79rmuf9cUu62rPtzTusceSNmlbst857SJdLyXny//H3u7l+6z0uTy9/nriGnlaWmM8a8BgwA8qy155Q9lw6MB7KB7cA11trDTmUUERGpCSJqxIQxJgZ4CegLtAd+aoxp72wqERERqaZGA1f84LnfAbOsta2AWWWPRUREpApFVGECuBDYbK3daq31AeOAQQ5nEhERkWrIWjsPOPSDpwcBY8rujwGuCmsoERGRGijSChMNgV3feby77DkRERGRcMiy1u4FKPsz0+E8IiIi1Z6x1jqd4VvGmKuBy621t5Y9vhG40Fp7z3f2uQ24rexhG2DjD05TFzhwksucans494mkLKezTyRlOZ19lOXs91GWs99HWc5+H2U5+31OtL2ptTbjFOet8Ywx2cCM7/SYOGKtTfvO9sPW2tonOO5U70ck+pzO76KIhId+H6uP03s/Yq2NmBtwEfDRdx4/BDx0hudYUpHt4dwnkrIob83JEm15IylLtOWNpCzRljeSslRWXt3K/dllA2u+83gjUL/sfn1go9MZdQvb3wX9HummW4Tc9PtY826RNpVjMdDKGNPMGBMLXAdMcziTiIiI1BzTgOFl94cDUx3MIiIiUiNE1HKh1tqAMeZu4CNKlwt9zVq71uFYIiIiUg0ZY94BfgzUNcbsBv4IPA1MMMbcAuwErnYuoYiISM0QUYUJAGvtB8AHFTjFyApuD+c+kZTldPaJpCyns4+ynP0+ynL2+yjL2e+jLGe/z+mcQ37AWvvTcjb1DmsQiRT6PRKJHPp9rGEiqvmliIiIiIiIiNQskdZjQkRERERERERqkKgtTBhjGhtjPjPG/P/2zj3KrqJK479PEp4hgBlQTCIBBHwgBAwsEYMIDkJ0eCyDkIWKIo7DiAiOOmThxAi6VFBBM6Cz5KXCICIaEVBAEHmMEvLoJN3kQRiiBIgQAoGQaMDs+WPX6a6urtuJmaHvJOzfWrVyz6nv7qr6zunKqTp1zp0nqUvSp9L+49P2WknvaaG5QNJ8SXMk/UrS3RXNeSm/S9JySQ/m+Vk9PiPJJN1TiTFZ0qOSOtL+2aUm6T4paUFKf6zEuTaLsVrSn4v80ZJ+nzSzJU2vxNhX0u8kzZV0U9LMTpovJs2uku5Lbb1O0v0VzemSFqU2D5c0raK5OrWlS9KTlfzL0r45kn5aq0vmzRRJK1uUc6Wkh7N2d1Y0kvTl1KbV6Xjk+Xen73dIekzS05UYh0uamTT3pvxSc1jSdEr6vqRBkjaTNEvSjRV/r5W0ZZGfe/t3aV8Zo/G2U9LlkgZXNLm/P5E0pNRU/C1j5N52yM+xUtN4u1B+vp1R0ZT+Tq1ocn/vkfS6iqb0d7H8XO6QND1pXinptuxYdxX5ed8wpkWMvG/4mfzvsdQ0fUOHpFslPVJqKv1DLU7eP6xJ9ekVQz19Q5ekFZUYTd/Qkb6/pqLJ+4fp6TiUmrx/+GU6TvPTcT2o8PY2SbvIz61cU/q7fUVT+luLU/r7+lJT8feGIkbubUeqW58Yhb/fqtSl9HduRZP7O0vS7UV+7u0dWds6JD0r6czC33uz45NrSu8mpnp3SrpG3p/06UOCIFg/JB2Z+oNFks5ud32C4OWK/Pr2CUmd7a5LMMC0+2dBNjThP+G1f/q8LbAQeCPwBvz3xO8E3t1CcwQwKO3/d+DKimZoVs75wHfz/JQ3En9R5xLgsEqMycBn1lHfdwK/BrZImsNLTdHmHwKTihi3AkclzUmkn9cpNPcD70j7TwG+mj4PBu4D3gr8GDgx7f8ucGZFsx/+02qL8d8XHlLRjAOU0nXAaUX+0KxN3wQmlTHS9pjU3pUtyrkSGJ/2q4XmI8AP8Em4IcBOZTlZXa4HPlaJsRB4Q9r/z8BVheZtwCPAnmn/ucBHgU8D/wncmPaX/v6kyO/lbdpXxsi9vSZ5W2pKf88uNRV/yxjd3mb6UtPtbdreqVZO4e+HKnFKf6/MNenYlf4uazzK4p8PnJ0+Pw18u8jP+4Yxuc+ZJu8bvgasqGhyf88Anis1Rf/wB/wFemWcyfT0D7W6dPcNabtPjEL/jdTuMk7eP4wD/lzR5P3DvcAv0ufNge0Lb88G5gKnFprS3+9XNKW/tTilvwtKTeHvSnr6qiZGt7dpf60upb/X1sop/J1ViZP7+2vST0tm+WXfe176vBmwFNil4u/XKprcu4uBZ4Ctsr7lw1T6kEiRIq07pb+1h4Dd0t/ubLLrr0iRIg1cAg4B9if7GedIL4+00a6YMLPHzWxm+vwcMA8YbmbzzGxBkj3VQnOrmb2YNLfjA8xS82xTDn6xb3l++u6FwOeAF4E5ZYz1qS8+sPyqmf0laW7vJ85S/O3h1xT5BgxNmrX4QK+MsRdwV9LcBhydPg9OyYDD8MEy+IX8UaXGzGaZ2eKsXSsrmpstAfwXMKLIfxb8jjuwFfCXMoakzYALkr/Vcgp/rYXmNOBcM1trZivN7IlaDEnbpvZfW4mR+7sdPkDMNX8F/mJmCzN/TwLeA1yatTX392Z8YHRp1oZe3koakcdImtzbafhgsNSU/m5bagp/VeaX1OpC5m3a3rxVnMzfaRVN6e9zhWYYff3dulLNY/DzFnywOi7PLPqGKkXf8Hv8YrXUPJttbkNxLmY0/cOGvsinu29I22tbCdOxfj/wfCW79PfFimYv4C5JQ/EB/+4AZrbGzJ6ht7fXJ/1luabwdxv8wqLU5P7OBnataHJ/X4lPyPbSpLwLgS/ik7pXVfIbb4bW6kLmb9Ic2KKcxt8T8MnYUmPA0BRjH2BGkV/2ve9Lnw8HHjKzPxT+fh84ttQU3s3E+56tJA3C/x4eK/uQIAjWmwOBRWb232a2BvgR/ncZBMEAY2Z3AcvbXY9g4NloJyZyJI3C7xTdtwGaU4Bf1jTyZeqP4IPMSXm+pKOBR81s9jrKOT0tvb1c0g4VzZ7AWPkS/99KOqCf+o4F/mRmDxb5ZwIXpLp+HZhYidFJz2TE8cBISR3AE/jF8kPAM9mF7xJgeK4xsz7+ypfcVzWSBgMfxAdMvfIlXYFPtLweuLgS43TghjQx1F85X07+Xihpq4pmd+AE+RL2X0p6oEV7jsMnqZ6vxDgVuFn+U3IfBM4vvJsGDJY0JsUaD7wFH5Q2g8lhhb8fxye8Wg42gYuKGLnvjbf71DSFv2+saHJ/t2hRTre3wLcrml7e4hMJ1frS4++XKprS35GFZhl9/R0E3CpphqR/TPtf1Zwv+OB7VJFfYpUYOacAq2qaom94utRU+odWZZ0uaQ5+ftxe5PfqG/CBaKv6jgX+BLxQ0ZT9w/KKpukfdkvbe8gfS7hU0jaFt9vg/3dcUWhyhgNPrkPz8VTnPprM3w8Ai0pN4286PmuBKZVyGm9/kNpcltPtL3BHitWqvmPx1TOPVzRn4pN8C/EVEoOL/D59b/p8Ir7qidzf9O9OFU3OscBP8UnSx4EVZnZrRRcEwfoxHF+Z17CE4gZTEARB8NKy0U9MSBqC38E7s7jTtk6NpHPwAczVNY2ZnWNmI4GrgbOa/PSdc/BHKvor5zv44G00fvH4jYpmELAD/sjAZ/HfTm/VpgnANZX804CzUl3PAi6raE4BPiFpBn4HfY2ZjcZXMxyI33kvsVwjae+K4K/9aC4B7jKzPcp8M/sI8Bp8RcfxRYxD8Av4KesoZyI+8D4Av7P62YpmC+DPZjYG+B7wVIu6TsBXotTKOQsYZ2YjgCuArxfevQkfQFwoaRrwquTvjCy+uj9I7031WF3xvOEI4IkiRs4l+EXUAzVN5u8qYLtcI+k1JH9TXawSI/d2H2BERZN7OxPYp5/6TsAHbrU25f7+Hn9ko1uTVofk/j6HL5ffH1/V84l0zuQcnHSt8gEObhUj6xtG1zRF3/CTiqbsH8ZVNHn/cDl+pz3PL/uGv+ITXrU2TcAHsLU2lf3D4ormFOATKcZwYJWZ7YevwCiftR6EryT5Tj+azfBlmFVN8nct/ohCH03m76+SP7lmcubvIHylzhVFjNzbp/AJ2rKc3N8p+AReqzZNwB/ZqLXptOTre1O7dyny+/S9kjbHJyuuowWtNMk74cdpV/zvfBtJH2gVKwiCdaLKvvjZuiAIgoHE/h88T7KhCb+DeAvw6UrenfhzzlUNcDLwO3wJbMs4Sbs7Psj5dNp+M363fHFKL+J3rn7TT4xR+J2zXuXgF96HZtsP4XfvyvoOwu8ujqrEWEHPT78KeHYd7dkTmJZtfwEf+Cyj5xnmg4BbCk3+zPZi+j6n3q1Jn6eS3j9Qi5H2vYPe7z34QkpLM3/X4kss+4tzaCXOZ4D5wKjMmxWVug7DBy9bVtrzWXwpdbPvtfhkQH91+RE+IbA4tWMVPoBdlo7jV9L5szrLv6rw9iL8js3iUpN5+5VWmizWVamcXPN05m+zFP2FfmJcXYlxVeHtV9JxqtW38ff8Sn1vKvy9ONWlvzYdAfw4256cjvUCYOe0b2d6nvWfTO9z905gTBGzW0PWN7TSZPt2IXsGMmn+jXr/8Op+4oxq4mTtqfUNO1bq2/QNI2r1pdI/tGoT8Op0jKal7bHpGOXe7gO8kH1nLHBT4e+78QmQPprM311babJ9Y/BJvlxze+bvI/j5+8dU91qMAyoxbsr9Td99IfM3r2/j7361+jb+phiLG39b1GVPfIXVMcCt2f4+526pKbw7Cbgs2/8h4JL++udIkSK1TvS95pkITGx3vSJFerkmsuuiSC+ftNGumJAk/FnfeWb2zX6kfTSSjgT+Fb8btbqFZo+snGuApU2+mc01s53MbJSZjcIv5H8HzC5i7JzV4zh8CXRZ36n4s/dI2hO/uJ1TadO78IHguZUYj+EDfFKsFyrt2Sn9+wrgPNLzzJK2SrHn4RMr49NXPo7fIcw184s6DZO0famRdCo+MPkk6dn2LH+BpNdl3r4feLjQzDCzV2f+rsIHKGU5O2dxJgAPVuo7FThM0o74ewsWVtpzPP6SxW0r7ZkHbJeODfhxXFSpS+PvFsCOwHtT3U8E7jCzkxp/zWwivgz7X7L88m7nl8xsRBHjA5m3E8xsYqkBPlj4uxS4uIizQ+bv9sDzZja4KCf39kngW2VdyM5dfCJsRkXT7a+Zfa5S32MKf2fij5iU7c79nUjP+bsNPlHRCdwAnJz2fQz4eZGfs6X8vRe9YhR9g1po9sjijKfnfGg09xf9w6PAWDNbWsTZOfveiWlfXt+8b9gXX6GyrNKm5lx+ulZfevcP4/AJjrJNzaMDzTtYpqbtw4EHGm+zGEsl7VVocp4CHik1ub9m9nALTe7vQcCKQjMz83ck/o6a481saRYj73vfXonxAL3P36H4xNorK216FzDfzGbV6kvyN5X/LD3voGnqkve9n8dffNuscGnI/T0Z+HmpKc7NRcBbJW2d/kYPx/uqIAg2jPvxR9h2TauVTsT/LoMgCIKBot0zIxua8ItNw1862ZHSOHzguAS/WF3eQrMIv9PWgQ9ma5rr8Yv6RSn/gTy/qMvjLWL8EH/r/BzgnhaazfG7z534XbI+mlTGlfhzzLUYb8eXgc8GulpoPoUvpV+IT8TMSppOen4VYzf8bt4ifFKio6I5I/n7Ij6IWVbRvIgPfubjkwpLm3z88aF7ky+d+B3H2WWMwt9VLep7Rxbnxloc/Jnvm9Jxfj61v1c5+B3eI/E7wbVyjkvlzMYvXroqmgvwgcEC0i8EpP2H0vPrE7m/1+EDzTw/9/Yx4NJKjMbb5thOyjUVf6+m5xdmuuMU/q6slJN7exU9v3iSaxpv5+ITc/vWymn8LcrM4+T+3gnsVtHk/p6XtM35fk7SDMPvpj+Mr3DqLPLzvmEZPogsY+R9wwNJV2qavmFOKq+r1BRtXZL0ZZymf5iP33XvKvLzvqEzHfc+5eB9wz/h51fNl7x/6MD/BkpN3j9cDkxP7ZuKP+7QePtg+veQiib390/4i29LTe5vB/53UGpyf38B/H2pKfx9jJ6+qomR97034JMLZTm5vzPxyaw+5TT+ps+jK3Fyf+fi502en3v7VXyV3lP4I1YU527j7/CKpvRuOn7udKb2bkGLPiRSpEjrTvi10kK8r+3Tl0eKFGlgEj4p/zh+o3UJ8NF21ynSwKRmeW8QBEEQBEEQBEEQBMGAs9E+yhEEQRAEQRAEQRAEwcZPTEwEQRAEQRAEQRAEQdA2YmIiCIIgCIIgCIIgCIK2ERMTQRAEQRAEQRAEQRC0jZiYCIIgCIIgCIIgCIKgbcTERBAE642k4ySZpNe3uy5BEARBEGx6SBomqSOlpZIezbY3f4nK3F/SkS9F7CAI1o+YmAiC4G9hAnAPcGK7KxIEQRAEwaaHmT1lZqPNbDTwXeDCZtvM1qzr+5I224Bi9wdiYiII2khMTARBsF5IGgIcDHyUNDEh6RWSLpHUJelGSTdLGp/y3iLpt5JmSLpF0s5trH4QBEEQBBs5kn6Rriu6JJ2a9g2S9IykL0maBhwo6WhJCyTdLWmKpKlJO0TSlZKmSZol6R8kbQVMAk5KqzLGt7GJQfCyZVC7KxAEwUbDscCvzGyhpOWS9gd2A0YBbwZ2AuYBl0saDEwBjjGzJyWdAHwZOKV0LTOWAAACc0lEQVQ9VQ+CIAiCYBPgZDNbLmlrYLqk64HngO2AmWb2+ZS3EL+Z8kfgx9n3J+HXMh+WtANwH7APcC6wt5mdOZCNCYKgh5iYCIJgfZkAXJQ+/yhtDwauM7O1wFJJv0n5ewF7A7dJAtgMeHxgqxsEQRAEwSbGWZKOTp9HALsDHcAa4Gdp/xuBBWb2BwBJ1wAfSnlHAEdJOjttbwm8diAqHgRB/8TERBAE60TSMOAwYG9Jhk80GD0XAX2+AnSZ2UEDVMUgCIIgCDZhJL0LOAR4q5mtlnQPPrEAsNrMrJH2FwY41sweKmIf8n9e4SAI/ibiHRNBEKwP44EfmNkuZjbKzEYCDwPLgPeld028Cjg06RcAO0o6CEDSYElvakfFgyAIgiDYJNgOWJ4mJd4EHNBC1wXsJWmkfNnmCVneLcAZzYak/dLH54BtX4I6B0GwnsTERBAE68ME+q6OuB54DbAE6AT+A39Wc0V6a/Z44GuSZuPLLN82cNUNgiAIgmAT4yZg63RdMQm/5uiDma0CTgd+DdwNPAasSNlfTDHmSuoCJqf9dwD7phdixssvg6ANqGfVUxAEwd+OpCFmtjI97jENONjMlra7XkEQBEEQvDzJrk2E3ziZa2ZT2l2vIAhaE++YCILgf8uNkrYHNgfOi0mJIAiCIAjazGmSTgK2AKYD32tzfYIgWAexYiIIgiAIgiAIgiAIgrYR75gIgiAIgiAIgiAIgqBtxMREEARBEARBEARBEARtIyYmgiAIgiAIgiAIgiBoGzExEQRBEARBEARBEARB24iJiSAIgiAIgiAIgiAI2kZMTARBEARBEARBEARB0Db+B/63ELmRuFspAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1296x3456 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f7121c98dd8>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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XkhwDXA+8BHg38OKqettC/jHSo3EFIR2630vydUZbQCwHXtDqPwKubMcnA9+squ/UaLuCj857/quAP0lyI3Ad8HTgpAXpXDoEriCkQ5DklcDLgTVV9YMkX2L0HzzAD+qRvWt626gz79y6qvrWPq/98ie8YelxcAUhHZqjgN0tHH4a+LlHmXcrow3mViQJ8Cvzzn0O+N29gyQva4cPAM8eoGfpMTEgpEPzz8Az2yWmCxndP9hPVT3EaJfcfwW+yOg7Nu5vp9/VXuPmJLcC72z1a4GXthvX3qTWxLmbqzSQJM+qqgfbCuJvgJur6uJJ9yWNyxWENJzfajeivwE8A/jbCfcjHRJXEJKkLlcQkqQuA0KS1GVASJK6DAhJUpcBIUnqMiAkSV3/D1k8lXUTrwc1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数值型特征的序号\n",
    "numberical = [1,2,3,4,5,6]\n",
    "fig,axs = plt.subplots(8,2,figsize=(18,48))\n",
    "columns = data.columns\n",
    "axs = axs.flatten()\n",
    "for i in range(data.shape[1]-1):\n",
    "    if i in numberical:\n",
    "        sns.distplot(data.iloc[:,i],ax=axs[2*i],bins=30,kde=False)\n",
    "    else:\n",
    "        sns.countplot(data.iloc[:,i],ax=axs[2*i])\n",
    "    sns.violinplot(x='Target',y=columns[i],data=data,ax=axs[2 * i + 1])\n",
    "plt.show()\n",
    "sns.countplot(data['Target'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.2 观察各数据和目标的相关性\n",
    "观察到每个特征与目标的相关性都不是很高"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f7122749c50>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr = data.corr()\n",
    "plt.figure(figsize=(14,10))\n",
    "sns.heatmap(corr,square=True,annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.特征工程\n",
    "#### 3.1 对缺失值较少的数据，使用中位数填充\n",
    "包括               \n",
    "Plasma_glucose_concentration      5        \n",
    "blood_pressure                   35          \n",
    "BMI                              11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plasma_glucose_concentration    0\n",
      "blood_pressure                  0\n",
      "BMI                             0\n",
      "dtype: int64\n",
      "       Plasma_glucose_concentration  blood_pressure         BMI\n",
      "count                    768.000000      768.000000  768.000000\n",
      "mean                     121.656250       72.386719   32.455208\n",
      "std                       30.438286       12.096642    6.875177\n",
      "min                       44.000000       24.000000   18.200000\n",
      "25%                       99.750000       64.000000   27.500000\n",
      "50%                      117.000000       72.000000   32.300000\n",
      "75%                      140.250000       80.000000   36.600000\n",
      "max                      199.000000      122.000000   67.100000\n"
     ]
    }
   ],
   "source": [
    "meadiun_insted_col = ['Plasma_glucose_concentration','blood_pressure','BMI']\n",
    "data[meadiun_insted_col] = data[meadiun_insted_col].replace(0,np.NaN)\n",
    "data[meadiun_insted_col] = data[meadiun_insted_col].fillna(data[meadiun_insted_col].median())\n",
    "print(data[meadiun_insted_col].isnull().sum())\n",
    "print(data[meadiun_insted_col].describe())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.2 对缺失值较多的数据，增加新的特征来描述数据的确实情况\n",
    "包括    \n",
    "Triceps_skin_fold_thickness     227             \n",
    "serum_insulin                   374     \n",
    "从新增特征与目标的相关性可以看出，缺失值对目标的影响非常小，相关系数在0.05左右，但是也是有一点影响的   \n",
    "比如在正样例中，Triceps_skin_fold_thickness的缺失值比较就比反样例中的比例高   \n",
    "serum_insulin在正样例中的比例也比在负样例中的比例高   \n",
    "综上，正样例中的缺失值比例更多一些，这两个值可以看到，之间的相关性比较高，说明餐后胰岛素会影响到三头肌皮褶厚度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f711bc1ddd8>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_feature_col = ['Triceps_skin_fold_thickness','serum_insulin']\n",
    "for col in new_feature_col:\n",
    "    data[col+\"_miss\"] = data[col].apply(lambda x:1 if x==0 else 0) \n",
    "    sns.countplot(hue = col+\"_miss\",x=\"Target\",data=data)\n",
    "    plt.show()\n",
    "corr = data[['Triceps_skin_fold_thickness_miss','serum_insulin_miss','Target']].corr()\n",
    "sns.heatmap(corr,square=True,annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.3 对特征数据进行归一化处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wangxi/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "X = minmax_scale(data.drop('Target',axis=1))\n",
    "y = data['Target']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.模型训练\n",
    "使用log损失和准确率评估，使用5折交叉验证进行超参数调优"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "以准确度评估的训练效果得分： 0.7708333333333334\n",
      "以准确度评估的最佳超参数 {'C': 1, 'penalty': 'l1', 'solver': 'liblinear'}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "以负log评估的训练效果得分： -0.4732057516097261\n",
      "以负log评估的最佳超参数 {'C': 1, 'penalty': 'l1', 'solver': 'saga'}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "logist = LogisticRegression()\n",
    "penalty = ['l1','l2']\n",
    "C = [0.1,1,10,100,1000]\n",
    "solver = ['liblinear','saga']\n",
    "# 准确率评估\n",
    "clf1 = GridSearchCV(logist,{\"penalty\":penalty,\"C\":C,\"solver\":solver},scoring=\"accuracy\",verbose=0,cv=5,return_train_score=True)\n",
    "clf1.fit(X,y)\n",
    "print(\"以准确度评估的训练效果得分：\",clf1.best_score_)\n",
    "print(\"以准确度评估的最佳超参数\",clf1.best_params_)\n",
    "# plot CV误差曲线\n",
    "test_means = clf1.cv_results_[ 'mean_test_score' ]\n",
    "test_stds = clf1.cv_results_[ 'std_test_score' ]\n",
    "train_means = clf1.cv_results_[ 'mean_train_score' ]\n",
    "train_stds = clf1.cv_results_[ 'std_train_score' ]\n",
    "\n",
    "\n",
    "# plot results by C and penalty\n",
    "n_Cs = len(C)\n",
    "number_penaltys = len(penalty)\n",
    "n_solver = len(solver)\n",
    "test_means_scores = np.array(test_means).reshape(n_Cs,number_penaltys,n_solver).mean(axis=2)\n",
    "train_means_scores = np.array(train_means).reshape(n_Cs,number_penaltys,n_solver).mean(axis=2)\n",
    "test_stds_scores = np.array(test_stds).reshape(n_Cs,number_penaltys,n_solver).mean(axis=2)\n",
    "train_stds_scores = np.array(train_stds).reshape(n_Cs,number_penaltys,n_solver).mean(axis=2)\n",
    "\n",
    "x_axis = np.log10(C)\n",
    "for i, value in enumerate(penalty):\n",
    "    plt.errorbar(x_axis, test_means_scores[:,i], yerr=test_stds_scores[:,i] ,label = penalty[i] +' Test')\n",
    "    \n",
    "plt.legend()\n",
    "plt.xlabel( 'log(C)' )                                                                                                      \n",
    "plt.ylabel( 'accuracy' )\n",
    "plt.show()\n",
    "\n",
    "# plot results by C and solver\n",
    "test_means_scores = np.array(test_means).reshape(n_Cs,number_penaltys,n_solver).mean(axis=1)\n",
    "train_means_scores = np.array(train_means).reshape(n_Cs,number_penaltys,n_solver).mean(axis=1)\n",
    "test_stds_scores = np.array(test_stds).reshape(n_Cs,number_penaltys,n_solver).mean(axis=1)\n",
    "train_stds_scores = np.array(train_stds).reshape(n_Cs,number_penaltys,n_solver).mean(axis=1)\n",
    "\n",
    "x_axis = np.log10(C)\n",
    "for i, value in enumerate(penalty):\n",
    "    plt.errorbar(x_axis, test_means_scores[:,i], yerr=test_stds_scores[:,i] ,label = solver[i] +' Test')\n",
    "    \n",
    "plt.legend()\n",
    "plt.xlabel( 'log(C)' )                                                                                                      \n",
    "plt.ylabel( 'accuracy' )\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# 负log损失评估\n",
    "clf2 = GridSearchCV(logist,{\"penalty\":penalty,\"C\":C,\"solver\":solver},scoring=\"neg_log_loss\",verbose=0,cv=5,return_train_score=True)\n",
    "clf2.fit(X,y)\n",
    "print(\"以负log评估的训练效果得分：\",clf2.best_score_)\n",
    "print(\"以负log评估的最佳超参数\",clf2.best_params_)\n",
    "# plot CV误差曲线\n",
    "test_means = clf2.cv_results_[ 'mean_test_score' ]\n",
    "test_stds = clf2.cv_results_[ 'std_test_score' ]\n",
    "train_means = clf2.cv_results_[ 'mean_train_score' ]\n",
    "train_stds = clf2.cv_results_[ 'std_train_score' ]\n",
    "\n",
    "\n",
    "# plot results by C and penalty\n",
    "n_Cs = len(C)\n",
    "number_penaltys = len(penalty)\n",
    "n_solver = len(solver)\n",
    "test_means_scores = np.array(test_means).reshape(n_Cs,number_penaltys,n_solver).mean(axis=2)\n",
    "train_means_scores = np.array(train_means).reshape(n_Cs,number_penaltys,n_solver).mean(axis=2)\n",
    "test_stds_scores = np.array(test_stds).reshape(n_Cs,number_penaltys,n_solver).mean(axis=2)\n",
    "train_stds_scores = np.array(train_stds).reshape(n_Cs,number_penaltys,n_solver).mean(axis=2)\n",
    "\n",
    "x_axis = np.log10(C)\n",
    "for i, value in enumerate(penalty):\n",
    "    plt.errorbar(x_axis, test_means_scores[:,i], yerr=test_stds_scores[:,i] ,label = penalty[i] +' Test')\n",
    "    \n",
    "plt.legend()\n",
    "plt.xlabel( 'log(C)' )                                                                                                      \n",
    "plt.ylabel( 'neg-log-loss' )\n",
    "plt.show()\n",
    "\n",
    "# plot results by C and solver\n",
    "test_means_scores = np.array(test_means).reshape(n_Cs,number_penaltys,n_solver).mean(axis=1)\n",
    "train_means_scores = np.array(train_means).reshape(n_Cs,number_penaltys,n_solver).mean(axis=1)\n",
    "test_stds_scores = np.array(test_stds).reshape(n_Cs,number_penaltys,n_solver).mean(axis=1)\n",
    "train_stds_scores = np.array(train_stds).reshape(n_Cs,number_penaltys,n_solver).mean(axis=1)\n",
    "\n",
    "x_axis = np.log10(C)\n",
    "for i, value in enumerate(penalty):\n",
    "    plt.errorbar(x_axis, test_means_scores[:,i], yerr=test_stds_scores[:,i] ,label = solver[i] +' Test')\n",
    "    \n",
    "plt.legend()\n",
    "plt.xlabel( 'log(C)' )                                                                                                      \n",
    "plt.ylabel( 'neg-log-loss' )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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